With the development of modern large scale computing technologies, machine learing techniques have been increasingly applied to large scale health care datasets, such as clinical data and biological data. Developing and optimizing health-related systems are no doubt promising as our human beings' health conditions always come first. Among numerous research topics, predicting hospital 30-Day readmission is of our interests. If we are able to accurately predict readmission, we can identify patients at high risk and prevent early discharging them. As a result, patients will be given more precision care and hospitals can better manage resources, reduce waste room and save costs. Existing works have already explored this topic [1-4]. Before designing the model, extracting most useful features is of great importance. By far, the features that have been taken into consideration includes, demographic characteristics: age, gender, race etc; lab results, chart events etc. monitored in ICU [1]; electronic health record data: length of stay, number of admissions, admission type etc. [2,3]. Machine learning techniques that have been used include random forest [1], neural networks [4] etc. Our project goal is to extract relevant features from MIMIC database and design classification models to optimize performance.
References:
[1] Yaron Blinder. Predicting 30-day ICU readmissions from the MIMIC-III database. https://github.com/YaronBlinder/MIMIC-III_readmission. 2017.
[2] Oanh Kieu Nguyen et al. Predicting all-cause readmissions using electronic health record data from the entire hospitalization: model development and comparison". In: Journal of hospital medicine 11.7 (2016), pp. 473-480.
[3] Frida Kareliusson, Lina De Geer, and Anna Oscarsson Tibblin. Risk prediction of ICU readmission in a mixed surgical and medical population". In: Journal of intensive care 3.1 (2015), p. 30.
[4] Ricardo Bento Afonso. Feature Extraction and Selection for Prediction of ICU Patient's Readmission Using Artificial Neural Networks". In: (2013).
import sqlite3
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.linear_model import LogisticRegression
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import BaggingClassifier
from sklearn.feature_selection import SelectFromModel
from sklearn.model_selection import StratifiedKFold
from sklearn.metrics import confusion_matrix
import time
import math
import warnings
warnings.filterwarnings('ignore')
from imblearn.over_sampling import RandomOverSampler
from imblearn.under_sampling import RandomUnderSampler
plt.rcParams['figure.dpi'] = 300
conn = sqlite3.connect('C:/Users/culiubaicaiya/Downloads/bme590 course note/data/MIMIC.db')
pd.set_option('display.max_columns', None)
table_df = pd.read_sql("SELECT * FROM sqlite_master where type='table'", conn)
table_df
| type | name | tbl_name | rootpage | sql | |
|---|---|---|---|---|---|
| 0 | table | CHARTEVENTS | CHARTEVENTS | 2 | CREATE TABLE CHARTEVENTS(\n "ROW_ID" TEXT,\n ... |
| 1 | table | PROCEDUREEVENTS_MV | PROCEDUREEVENTS_MV | 9120960 | CREATE TABLE "PROCEDUREEVENTS_MV" (\n"index" I... |
| 2 | table | CALLOUT | CALLOUT | 9132354 | CREATE TABLE "CALLOUT" (\n"index" INTEGER,\n ... |
| 3 | table | D_CPT | D_CPT | 9133903 | CREATE TABLE "D_CPT" (\n"index" INTEGER,\n "R... |
| 4 | table | D_ITEMS | D_ITEMS | 9133909 | CREATE TABLE "D_ITEMS" (\n"index" INTEGER,\n ... |
| 5 | table | CAREGIVERS | CAREGIVERS | 9134171 | CREATE TABLE "CAREGIVERS" (\n"index" INTEGER,\... |
| 6 | table | MICROBIOLOGYEVENTS | MICROBIOLOGYEVENTS | 9134246 | CREATE TABLE "MICROBIOLOGYEVENTS" (\n"index" I... |
| 7 | table | LABEVENTS | LABEVENTS | 9153054 | CREATE TABLE "LABEVENTS" (\n"index" INTEGER,\n... |
| 8 | table | INPUTEVENTS_CV | INPUTEVENTS_CV | 9708019 | CREATE TABLE "INPUTEVENTS_CV" (\n"index" INTEG... |
| 9 | table | ADMISSIONS | ADMISSIONS | 10291267 | CREATE TABLE "ADMISSIONS" (\n"index" INTEGER,\... |
| 10 | table | D_LABITEMS | D_LABITEMS | 10294375 | CREATE TABLE "D_LABITEMS" (\n"index" INTEGER,\... |
| 11 | table | DATETIMEEVENTS | DATETIMEEVENTS | 10294390 | CREATE TABLE "DATETIMEEVENTS" (\n"index" INTEG... |
| 12 | table | PRESCRIPTIONS | PRESCRIPTIONS | 10428841 | CREATE TABLE "PRESCRIPTIONS" (\n"index" INTEGE... |
| 13 | table | PROCEDURES_ICD | PROCEDURES_ICD | 10605718 | CREATE TABLE "PROCEDURES_ICD" (\n"index" INTEG... |
| 14 | table | NOTEEVENTS | NOTEEVENTS | 10608088 | CREATE TABLE "NOTEEVENTS" (\n"index" INTEGER,\... |
| 15 | table | TRANSFERS | TRANSFERS | 11772552 | CREATE TABLE "TRANSFERS" (\n"index" INTEGER,\n... |
| 16 | table | DIAGNOSES_ICD | DIAGNOSES_ICD | 11779463 | CREATE TABLE "DIAGNOSES_ICD" (\n"index" INTEGE... |
| 17 | table | SERVICES | SERVICES | 11786385 | CREATE TABLE "SERVICES" (\n"index" INTEGER,\n ... |
| 18 | table | DRGCODES | DRGCODES | 11787476 | CREATE TABLE "DRGCODES" (\n"index" INTEGER,\n ... |
| 19 | table | OUTPUTEVENTS | OUTPUTEVENTS | 11790336 | CREATE TABLE "OUTPUTEVENTS" (\n"index" INTEGER... |
| 20 | table | PATIENTS | PATIENTS | 11893144 | CREATE TABLE "PATIENTS" (\n"index" INTEGER,\n ... |
| 21 | table | D_ICD_DIAGNOSES | D_ICD_DIAGNOSES | 11893958 | CREATE TABLE "D_ICD_DIAGNOSES" (\n"index" INTE... |
| 22 | table | ICUSTAYS | ICUSTAYS | 11894350 | CREATE TABLE "ICUSTAYS" (\n"index" INTEGER,\n ... |
| 23 | table | INPUTEVENTS_MV | INPUTEVENTS_MV | 11896023 | CREATE TABLE "INPUTEVENTS_MV" (\n"index" INTEG... |
| 24 | table | D_ICD_PROCEDURES | D_ICD_PROCEDURES | 12123226 | CREATE TABLE "D_ICD_PROCEDURES" (\n"index" INT... |
| 25 | table | CPTEVENTS | CPTEVENTS | 12123316 | CREATE TABLE "CPTEVENTS" (\n"index" INTEGER,\n... |
def display_table(table_name):
print(table_name)
display(pd.read_sql('SELECT * FROM {} LIMIT 5'.format(table_name), conn))
table_list = table_df['tbl_name'].values
for table_name in table_list:
display_table(table_name)
CHARTEVENTS
| ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | ITEMID | CHARTTIME | STORETIME | CGID | VALUE | VALUENUM | VALUEUOM | WARNING | ERROR | RESULTSTATUS | STOPPED | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 788 | 36 | 165660 | 241249 | 223834 | 2134-05-12 12:00:00 | 2134-05-12 13:56:00 | 17525 | 15 | 15 | L/min | 0 | 0 | ||
| 1 | 789 | 36 | 165660 | 241249 | 223835 | 2134-05-12 12:00:00 | 2134-05-12 13:56:00 | 17525 | 100 | 100 | 0 | 0 | |||
| 2 | 790 | 36 | 165660 | 241249 | 224328 | 2134-05-12 12:00:00 | 2134-05-12 12:18:00 | 20823 | .37 | .37 | 0 | 0 | |||
| 3 | 791 | 36 | 165660 | 241249 | 224329 | 2134-05-12 12:00:00 | 2134-05-12 12:19:00 | 20823 | 6 | 6 | min | 0 | 0 | ||
| 4 | 792 | 36 | 165660 | 241249 | 224330 | 2134-05-12 12:00:00 | 2134-05-12 12:19:00 | 20823 | 2.5 | 2.5 | 0 | 0 |
PROCEDUREEVENTS_MV
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | STARTTIME | ENDTIME | ITEMID | VALUE | VALUEUOM | LOCATION | LOCATIONCATEGORY | STORETIME | CGID | ORDERID | LINKORDERID | ORDERCATEGORYNAME | SECONDARYORDERCATEGORYNAME | ORDERCATEGORYDESCRIPTION | ISOPENBAG | CONTINUEINNEXTDEPT | CANCELREASON | STATUSDESCRIPTION | COMMENTS_EDITEDBY | COMMENTS_CANCELEDBY | COMMENTS_DATE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 379 | 29070 | 115071 | 232563.0 | 2145-03-12 23:04:00 | 2145-03-12 23:05:00 | 225401 | 1.0 | None | None | None | 2145-03-12 23:04:00 | 20855 | 5092605 | 5092605 | Procedures | None | Electrolytes | 0 | 0 | 0 | FinishedRunning | None | None | None |
| 1 | 1 | 380 | 29070 | 115071 | 232563.0 | 2145-03-12 23:04:00 | 2145-03-12 23:05:00 | 225454 | 1.0 | None | None | None | 2145-03-12 23:04:00 | 20855 | 2538599 | 2538599 | Procedures | None | Electrolytes | 0 | 0 | 0 | FinishedRunning | None | None | None |
| 2 | 2 | 381 | 29070 | 115071 | 232563.0 | 2145-03-12 23:05:00 | 2145-03-18 20:01:00 | 225792 | 8456.0 | hour | None | None | 2145-03-18 20:01:39 | 20889 | 2383835 | 2383835 | Ventilation | None | Task | 1 | 0 | 0 | FinishedRunning | None | None | None |
| 3 | 3 | 382 | 29070 | 115071 | 232563.0 | 2145-03-12 23:36:00 | 2145-03-12 23:37:00 | 225402 | 1.0 | None | None | None | 2145-03-12 23:36:00 | 20855 | 9355062 | 9355062 | Procedures | None | Electrolytes | 0 | 0 | 0 | FinishedRunning | None | None | None |
| 4 | 4 | 383 | 29070 | 115071 | 232563.0 | 2145-03-13 01:27:00 | 2145-03-16 16:00:00 | 224560 | 5193.0 | min | Right IJ | Invasive Venous | 2145-03-16 17:57:00 | 20855 | 466169 | 466169 | Invasive Lines | None | Task | 1 | 0 | 0 | FinishedRunning | None | None | None |
CALLOUT
| index | ROW_ID | SUBJECT_ID | HADM_ID | SUBMIT_WARDID | SUBMIT_CAREUNIT | CURR_WARDID | CURR_CAREUNIT | CALLOUT_WARDID | CALLOUT_SERVICE | REQUEST_TELE | REQUEST_RESP | REQUEST_CDIFF | REQUEST_MRSA | REQUEST_VRE | CALLOUT_STATUS | CALLOUT_OUTCOME | DISCHARGE_WARDID | ACKNOWLEDGE_STATUS | CREATETIME | UPDATETIME | ACKNOWLEDGETIME | OUTCOMETIME | FIRSTRESERVATIONTIME | CURRENTRESERVATIONTIME | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 402 | 854 | 175684 | 52.0 | None | 29.0 | MICU | 1 | MED | 0 | 0 | 0 | 0 | 0 | Inactive | Discharged | 29.0 | Acknowledged | 2146-10-05 13:16:55 | 2146-10-05 13:16:55 | 2146-10-05 13:24:00 | 2146-10-05 18:55:22 | 2146-10-05 15:27:44 | None |
| 1 | 1 | 403 | 864 | 138624 | 15.0 | None | 55.0 | CSRU | 55 | CSURG | 0 | 0 | 0 | 0 | 0 | Inactive | Discharged | 55.0 | Acknowledged | 2114-11-28 08:31:39 | 2114-11-28 09:42:08 | 2114-11-28 09:43:08 | 2114-11-28 12:10:02 | None | None |
| 2 | 2 | 404 | 864 | 138624 | 12.0 | None | 55.0 | CSRU | 55 | CSURG | 1 | 0 | 0 | 0 | 0 | Inactive | Discharged | 55.0 | Acknowledged | 2114-11-30 10:24:25 | 2114-12-01 09:06:18 | 2114-12-01 12:26:05 | 2114-12-01 21:55:05 | None | None |
| 3 | 3 | 405 | 867 | 184298 | 7.0 | None | 17.0 | CCU | 17 | CCU | 1 | 1 | 0 | 0 | 0 | Inactive | Discharged | 17.0 | Acknowledged | 2136-12-29 08:45:42 | 2136-12-29 10:17:16 | 2136-12-29 10:33:51 | 2136-12-29 18:10:02 | None | None |
| 4 | 4 | 157 | 306 | 167129 | 57.0 | None | 3.0 | SICU | 44 | NSURG | 1 | 0 | 0 | 0 | 0 | Inactive | Discharged | 3.0 | Acknowledged | 2199-09-18 11:47:47 | 2199-09-18 11:47:47 | 2199-09-18 11:58:33 | 2199-09-18 15:10:02 | None | None |
D_CPT
| index | ROW_ID | CATEGORY | SECTIONRANGE | SECTIONHEADER | SUBSECTIONRANGE | SUBSECTIONHEADER | CODESUFFIX | MINCODEINSUBSECTION | MAXCODEINSUBSECTION | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 1 | 99201-99499 | Evaluation and management | 99201-99216 | Office/other outpatient services | None | 99201 | 99216 |
| 1 | 1 | 2 | 1 | 99201-99499 | Evaluation and management | 99217-99220 | Hospital observation services | None | 99217 | 99220 |
| 2 | 2 | 3 | 1 | 99201-99499 | Evaluation and management | 99221-99239 | Hospital inpatient services | None | 99221 | 99239 |
| 3 | 3 | 4 | 1 | 99201-99499 | Evaluation and management | 99241-99255 | Consultations | None | 99241 | 99255 |
| 4 | 4 | 5 | 1 | 99201-99499 | Evaluation and management | 99261-99263 | Follow-up inpatient consultations (deleted codes) | None | 99261 | 99263 |
D_ITEMS
| index | ROW_ID | ITEMID | LABEL | ABBREVIATION | DBSOURCE | LINKSTO | CATEGORY | UNITNAME | PARAM_TYPE | CONCEPTID | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 457 | 497 | Patient controlled analgesia (PCA) [Inject] | None | carevue | chartevents | None | None | None | None |
| 1 | 1 | 458 | 498 | PCA Lockout (Min) | None | carevue | chartevents | None | None | None | None |
| 2 | 2 | 459 | 499 | PCA Medication | None | carevue | chartevents | None | None | None | None |
| 3 | 3 | 460 | 500 | PCA Total Dose | None | carevue | chartevents | None | None | None | None |
| 4 | 4 | 461 | 501 | PCV Exh Vt (Obser) | None | carevue | chartevents | None | None | None | None |
CAREGIVERS
| index | ROW_ID | CGID | LABEL | DESCRIPTION | |
|---|---|---|---|---|---|
| 0 | 0 | 2228 | 16174 | RO | Read Only |
| 1 | 1 | 2229 | 16175 | RO | Read Only |
| 2 | 2 | 2230 | 16176 | Res | Resident/Fellow/PA/NP |
| 3 | 3 | 2231 | 16177 | RO | Read Only |
| 4 | 4 | 2232 | 16178 | RT | Respiratory |
MICROBIOLOGYEVENTS
| index | ROW_ID | SUBJECT_ID | HADM_ID | CHARTDATE | CHARTTIME | SPEC_ITEMID | SPEC_TYPE_DESC | ORG_ITEMID | ORG_NAME | ISOLATE_NUM | AB_ITEMID | AB_NAME | DILUTION_TEXT | DILUTION_COMPARISON | DILUTION_VALUE | INTERPRETATION | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 744 | 96 | 170324 | 2156-04-13 00:00:00 | 2156-04-13 14:18:00 | 70021.0 | BRONCHOALVEOLAR LAVAGE | 80026.0 | PSEUDOMONAS AERUGINOSA | 1.0 | None | None | None | None | None | None |
| 1 | 1 | 745 | 96 | 170324 | 2156-04-20 00:00:00 | 2156-04-20 13:10:00 | 70062.0 | SPUTUM | NaN | None | NaN | None | None | None | None | None | None |
| 2 | 2 | 746 | 96 | 170324 | 2156-04-20 00:00:00 | 2156-04-20 16:00:00 | 70012.0 | BLOOD CULTURE | NaN | None | NaN | None | None | None | None | None | None |
| 3 | 3 | 747 | 96 | 170324 | 2156-04-20 00:00:00 | None | 70012.0 | BLOOD CULTURE | NaN | None | NaN | None | None | None | None | None | None |
| 4 | 4 | 748 | 96 | 170324 | 2156-04-20 00:00:00 | None | 70079.0 | URINE | NaN | None | NaN | None | None | None | None | None | None |
LABEVENTS
| index | ROW_ID | SUBJECT_ID | HADM_ID | ITEMID | CHARTTIME | VALUE | VALUENUM | VALUEUOM | FLAG | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 281 | 3 | None | 50820 | 2101-10-12 16:07:00 | 7.39 | 7.39 | units | None |
| 1 | 1 | 282 | 3 | None | 50800 | 2101-10-12 18:17:00 | ART | NaN | None | None |
| 2 | 2 | 283 | 3 | None | 50802 | 2101-10-12 18:17:00 | -1 | -1.00 | mEq/L | None |
| 3 | 3 | 284 | 3 | None | 50804 | 2101-10-12 18:17:00 | 22 | 22.00 | mEq/L | None |
| 4 | 4 | 285 | 3 | None | 50808 | 2101-10-12 18:17:00 | 0.93 | 0.93 | mmol/L | abnormal |
INPUTEVENTS_CV
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | CHARTTIME | ITEMID | AMOUNT | AMOUNTUOM | RATE | RATEUOM | STORETIME | CGID | ORDERID | LINKORDERID | STOPPED | NEWBOTTLE | ORIGINALAMOUNT | ORIGINALAMOUNTUOM | ORIGINALROUTE | ORIGINALRATE | ORIGINALRATEUOM | ORIGINALSITE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 592 | 24457 | 184834.0 | 205776.0 | 2193-09-11 09:00:00 | 30056 | 100.0 | ml | None | None | 2193-09-11 11:12:00 | 14990.0 | 756654 | 9359133 | None | None | None | ml | Oral | None | None | None |
| 1 | 1 | 593 | 24457 | 184834.0 | 205776.0 | 2193-09-11 12:00:00 | 30056 | 200.0 | ml | None | None | 2193-09-11 12:05:00 | 14990.0 | 3564075 | 9359133 | None | None | None | ml | Oral | None | None | None |
| 2 | 2 | 594 | 24457 | 184834.0 | 205776.0 | 2193-09-11 16:00:00 | 30056 | 160.0 | ml | None | None | 2193-09-11 16:52:00 | 14990.0 | 422646 | 9359133 | None | None | None | ml | Oral | None | None | None |
| 3 | 3 | 595 | 24457 | 184834.0 | 205776.0 | 2193-09-11 19:00:00 | 30056 | 240.0 | ml | None | None | 2193-09-11 19:06:00 | 14990.0 | 5137889 | 9359133 | None | None | None | ml | Oral | None | None | None |
| 4 | 4 | 596 | 24457 | 184834.0 | 205776.0 | 2193-09-11 21:00:00 | 30056 | 50.0 | ml | None | None | 2193-09-11 21:19:00 | 15029.0 | 8343792 | 9359133 | None | None | None | ml | Oral | None | None | None |
ADMISSIONS
| index | ROW_ID | SUBJECT_ID | HADM_ID | ADMITTIME | DISCHTIME | DEATHTIME | ADMISSION_TYPE | ADMISSION_LOCATION | DISCHARGE_LOCATION | INSURANCE | LANGUAGE | RELIGION | MARITAL_STATUS | ETHNICITY | EDREGTIME | EDOUTTIME | DIAGNOSIS | HOSPITAL_EXPIRE_FLAG | HAS_CHARTEVENTS_DATA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 21 | 22 | 165315 | 2196-04-09 12:26:00 | 2196-04-10 15:54:00 | None | EMERGENCY | EMERGENCY ROOM ADMIT | DISC-TRAN CANCER/CHLDRN H | Private | None | UNOBTAINABLE | MARRIED | WHITE | 2196-04-09 10:06:00 | 2196-04-09 13:24:00 | BENZODIAZEPINE OVERDOSE | 0 | 1 |
| 1 | 1 | 22 | 23 | 152223 | 2153-09-03 07:15:00 | 2153-09-08 19:10:00 | None | ELECTIVE | PHYS REFERRAL/NORMAL DELI | HOME HEALTH CARE | Medicare | None | CATHOLIC | MARRIED | WHITE | None | None | CORONARY ARTERY DISEASE\CORONARY ARTERY BYPASS... | 0 | 1 |
| 2 | 2 | 23 | 23 | 124321 | 2157-10-18 19:34:00 | 2157-10-25 14:00:00 | None | EMERGENCY | TRANSFER FROM HOSP/EXTRAM | HOME HEALTH CARE | Medicare | ENGL | CATHOLIC | MARRIED | WHITE | None | None | BRAIN MASS | 0 | 1 |
| 3 | 3 | 24 | 24 | 161859 | 2139-06-06 16:14:00 | 2139-06-09 12:48:00 | None | EMERGENCY | TRANSFER FROM HOSP/EXTRAM | HOME | Private | None | PROTESTANT QUAKER | SINGLE | WHITE | None | None | INTERIOR MYOCARDIAL INFARCTION | 0 | 1 |
| 4 | 4 | 25 | 25 | 129635 | 2160-11-02 02:06:00 | 2160-11-05 14:55:00 | None | EMERGENCY | EMERGENCY ROOM ADMIT | HOME | Private | None | UNOBTAINABLE | MARRIED | WHITE | 2160-11-02 01:01:00 | 2160-11-02 04:27:00 | ACUTE CORONARY SYNDROME | 0 | 1 |
D_LABITEMS
| index | ROW_ID | ITEMID | LABEL | FLUID | CATEGORY | LOINC_CODE | |
|---|---|---|---|---|---|---|---|
| 0 | 0 | 546 | 51346 | Blasts | Cerebrospinal Fluid (CSF) | Hematology | 26447-3 |
| 1 | 1 | 547 | 51347 | Eosinophils | Cerebrospinal Fluid (CSF) | Hematology | 26451-5 |
| 2 | 2 | 548 | 51348 | Hematocrit, CSF | Cerebrospinal Fluid (CSF) | Hematology | 30398-2 |
| 3 | 3 | 549 | 51349 | Hypersegmented Neutrophils | Cerebrospinal Fluid (CSF) | Hematology | 26506-6 |
| 4 | 4 | 550 | 51350 | Immunophenotyping | Cerebrospinal Fluid (CSF) | Hematology | None |
DATETIMEEVENTS
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | ITEMID | CHARTTIME | STORETIME | CGID | VALUE | VALUEUOM | WARNING | ERROR | RESULTSTATUS | STOPPED | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 711 | 7657 | 121183.0 | 297945.0 | 3411 | 2172-03-14 11:00:00 | 2172-03-14 11:52:00 | 16446 | None | Date | None | None | None | NotStopd |
| 1 | 1 | 712 | 7657 | 121183.0 | 297945.0 | 3411 | 2172-03-14 13:00:00 | 2172-03-14 12:36:00 | 16446 | None | Date | None | None | None | NotStopd |
| 2 | 2 | 713 | 7657 | 121183.0 | 297945.0 | 3411 | 2172-03-14 15:00:00 | 2172-03-14 15:10:00 | 14957 | None | Date | None | None | None | NotStopd |
| 3 | 3 | 714 | 7657 | 121183.0 | 297945.0 | 3411 | 2172-03-14 17:00:00 | 2172-03-14 17:01:00 | 16446 | None | Date | None | None | None | NotStopd |
| 4 | 4 | 715 | 7657 | 121183.0 | 297945.0 | 3411 | 2172-03-14 19:00:00 | 2172-03-14 19:29:00 | 14815 | None | Date | None | None | None | NotStopd |
PRESCRIPTIONS
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | STARTDATE | ENDDATE | DRUG_TYPE | DRUG | DRUG_NAME_POE | DRUG_NAME_GENERIC | FORMULARY_DRUG_CD | GSN | NDC | PROD_STRENGTH | DOSE_VAL_RX | DOSE_UNIT_RX | FORM_VAL_DISP | FORM_UNIT_DISP | ROUTE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2214776 | 6 | 107064 | None | 2175-06-11 00:00:00 | 2175-06-12 00:00:00 | MAIN | Tacrolimus | Tacrolimus | Tacrolimus | TACR1 | 021796 | 469061711.0 | 1mg Capsule | 2 | mg | 2 | CAP | PO |
| 1 | 1 | 2214775 | 6 | 107064 | None | 2175-06-11 00:00:00 | 2175-06-12 00:00:00 | MAIN | Warfarin | Warfarin | Warfarin | WARF5 | 006562 | 56017275.0 | 5mg Tablet | 5 | mg | 1 | TAB | PO |
| 2 | 2 | 2215524 | 6 | 107064 | None | 2175-06-11 00:00:00 | 2175-06-12 00:00:00 | MAIN | Heparin Sodium | None | None | HEPAPREMIX | 006522 | 338055002.0 | 25,000 unit Premix Bag | 25,000 | UNIT | 1 | BAG | IV |
| 3 | 3 | 2216265 | 6 | 107064 | None | 2175-06-11 00:00:00 | 2175-06-12 00:00:00 | BASE | D5W | None | None | HEPBASE | None | 0.0 | HEPARIN BASE | 250 | ml | 250 | ml | IV |
| 4 | 4 | 2214773 | 6 | 107064 | None | 2175-06-11 00:00:00 | 2175-06-12 00:00:00 | MAIN | Furosemide | Furosemide | Furosemide | FURO20 | 008208 | 54829725.0 | 20mg Tablet | 20 | mg | 1 | TAB | PO |
PROCEDURES_ICD
| index | ROW_ID | SUBJECT_ID | HADM_ID | SEQ_NUM | ICD9_CODE | |
|---|---|---|---|---|---|---|
| 0 | 0 | 944 | 62641 | 154460 | 3 | 3404 |
| 1 | 1 | 945 | 2592 | 130856 | 1 | 9671 |
| 2 | 2 | 946 | 2592 | 130856 | 2 | 3893 |
| 3 | 3 | 947 | 55357 | 119355 | 1 | 9672 |
| 4 | 4 | 948 | 55357 | 119355 | 2 | 331 |
NOTEEVENTS
| index | ROW_ID | SUBJECT_ID | HADM_ID | CHARTDATE | CHARTTIME | STORETIME | CATEGORY | DESCRIPTION | CGID | ISERROR | TEXT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 174 | 22532 | 167853.0 | 2151-08-04 | None | None | Discharge summary | Report | None | None | Admission Date: [**2151-7-16**] Dischar... |
| 1 | 1 | 175 | 13702 | 107527.0 | 2118-06-14 | None | None | Discharge summary | Report | None | None | Admission Date: [**2118-6-2**] Discharg... |
| 2 | 2 | 176 | 13702 | 167118.0 | 2119-05-25 | None | None | Discharge summary | Report | None | None | Admission Date: [**2119-5-4**] D... |
| 3 | 3 | 177 | 13702 | 196489.0 | 2124-08-18 | None | None | Discharge summary | Report | None | None | Admission Date: [**2124-7-21**] ... |
| 4 | 4 | 178 | 26880 | 135453.0 | 2162-03-25 | None | None | Discharge summary | Report | None | None | Admission Date: [**2162-3-3**] D... |
TRANSFERS
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | DBSOURCE | EVENTTYPE | PREV_CAREUNIT | CURR_CAREUNIT | PREV_WARDID | CURR_WARDID | INTIME | OUTTIME | LOS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 657 | 111 | 192123 | 254245.0 | carevue | transfer | CCU | MICU | 7.0 | 23.0 | 2142-04-29 15:27:11 | 2142-05-04 20:38:33 | 125.19 |
| 1 | 1 | 658 | 111 | 192123 | NaN | carevue | transfer | MICU | None | 23.0 | 45.0 | 2142-05-04 20:38:33 | 2142-05-05 11:46:32 | 15.13 |
| 2 | 2 | 659 | 111 | 192123 | NaN | carevue | discharge | None | None | 45.0 | NaN | 2142-05-05 11:46:32 | None | NaN |
| 3 | 3 | 660 | 111 | 155897 | 249202.0 | metavision | admit | None | MICU | NaN | 52.0 | 2144-07-01 04:13:59 | 2144-07-01 05:19:39 | 1.09 |
| 4 | 4 | 661 | 111 | 155897 | NaN | metavision | transfer | MICU | None | 52.0 | 32.0 | 2144-07-01 05:19:39 | 2144-07-01 06:28:29 | 1.15 |
DIAGNOSES_ICD
| index | ROW_ID | SUBJECT_ID | HADM_ID | SEQ_NUM | ICD9_CODE | |
|---|---|---|---|---|---|---|
| 0 | 0 | 1297 | 109 | 172335 | 1.0 | 40301 |
| 1 | 1 | 1298 | 109 | 172335 | 2.0 | 486 |
| 2 | 2 | 1299 | 109 | 172335 | 3.0 | 58281 |
| 3 | 3 | 1300 | 109 | 172335 | 4.0 | 5855 |
| 4 | 4 | 1301 | 109 | 172335 | 5.0 | 4254 |
SERVICES
| index | ROW_ID | SUBJECT_ID | HADM_ID | TRANSFERTIME | PREV_SERVICE | CURR_SERVICE | |
|---|---|---|---|---|---|---|---|
| 0 | 0 | 758 | 471 | 135879 | 2122-07-22 14:07:27 | TSURG | MED |
| 1 | 1 | 759 | 471 | 135879 | 2122-07-26 18:31:49 | MED | TSURG |
| 2 | 2 | 760 | 472 | 173064 | 2172-09-28 19:22:15 | None | CMED |
| 3 | 3 | 761 | 473 | 129194 | 2201-01-09 20:16:45 | None | NB |
| 4 | 4 | 762 | 474 | 194246 | 2181-03-23 08:24:41 | None | NB |
DRGCODES
| index | ROW_ID | SUBJECT_ID | HADM_ID | DRG_TYPE | DRG_CODE | DESCRIPTION | DRG_SEVERITY | DRG_MORTALITY | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 342 | 2491 | 144486 | HCFA | 28 | TRAUMATIC STUPOR & COMA, COMA <1 HR AGE >17 WI... | None | None |
| 1 | 1 | 343 | 24958 | 162910 | HCFA | 110 | MAJOR CARDIOVASCULAR PROCEDURES WITH COMPLICAT... | None | None |
| 2 | 2 | 344 | 18325 | 153751 | HCFA | 390 | NEONATE WITH OTHER SIGNIFICANT PROBLEMS | None | None |
| 3 | 3 | 345 | 17887 | 182692 | HCFA | 14 | SPECIFIC CEREBROVASCULAR DISORDERS EXCEPT TRAN... | None | None |
| 4 | 4 | 346 | 11113 | 157980 | HCFA | 390 | NEONATE WITH OTHER SIGNIFICANT PROBLEMS | None | None |
OUTPUTEVENTS
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | CHARTTIME | ITEMID | VALUE | VALUEUOM | STORETIME | CGID | STOPPED | NEWBOTTLE | ISERROR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 344 | 21219 | 177991.0 | 225765.0 | 2142-09-08 10:00:00 | 40055 | 200.0 | ml | 2142-09-08 12:08:00 | 17269 | None | None | None |
| 1 | 1 | 345 | 21219 | 177991.0 | 225765.0 | 2142-09-08 12:00:00 | 40055 | 200.0 | ml | 2142-09-08 12:08:00 | 17269 | None | None | None |
| 2 | 2 | 346 | 21219 | 177991.0 | 225765.0 | 2142-09-08 13:00:00 | 40055 | 120.0 | ml | 2142-09-08 13:39:00 | 17269 | None | None | None |
| 3 | 3 | 347 | 21219 | 177991.0 | 225765.0 | 2142-09-08 14:00:00 | 40055 | 100.0 | ml | 2142-09-08 16:17:00 | 17269 | None | None | None |
| 4 | 4 | 348 | 21219 | 177991.0 | 225765.0 | 2142-09-08 16:00:00 | 40055 | 200.0 | ml | 2142-09-08 16:17:00 | 17269 | None | None | None |
PATIENTS
| index | ROW_ID | SUBJECT_ID | GENDER | DOB | DOD | DOD_HOSP | DOD_SSN | EXPIRE_FLAG | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 234 | 249 | F | 2075-03-13 00:00:00 | None | None | None | 0 |
| 1 | 1 | 235 | 250 | F | 2164-12-27 00:00:00 | 2188-11-22 00:00:00 | 2188-11-22 00:00:00 | None | 1 |
| 2 | 2 | 236 | 251 | M | 2090-03-15 00:00:00 | None | None | None | 0 |
| 3 | 3 | 237 | 252 | M | 2078-03-06 00:00:00 | None | None | None | 0 |
| 4 | 4 | 238 | 253 | F | 2089-11-26 00:00:00 | None | None | None | 0 |
D_ICD_DIAGNOSES
| index | ROW_ID | ICD9_CODE | SHORT_TITLE | LONG_TITLE | |
|---|---|---|---|---|---|
| 0 | 0 | 174 | 01166 | TB pneumonia-oth test | Tuberculous pneumonia [any form], tubercle bac... |
| 1 | 1 | 175 | 01170 | TB pneumothorax-unspec | Tuberculous pneumothorax, unspecified |
| 2 | 2 | 176 | 01171 | TB pneumothorax-no exam | Tuberculous pneumothorax, bacteriological or h... |
| 3 | 3 | 177 | 01172 | TB pneumothorx-exam unkn | Tuberculous pneumothorax, bacteriological or h... |
| 4 | 4 | 178 | 01173 | TB pneumothorax-micro dx | Tuberculous pneumothorax, tubercle bacilli fou... |
ICUSTAYS
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | DBSOURCE | FIRST_CAREUNIT | LAST_CAREUNIT | FIRST_WARDID | LAST_WARDID | INTIME | OUTTIME | LOS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 365 | 268 | 110404 | 280836 | carevue | MICU | MICU | 52 | 52 | 2198-02-14 23:27:38 | 2198-02-18 05:26:11 | 3.2490 |
| 1 | 1 | 366 | 269 | 106296 | 206613 | carevue | MICU | MICU | 52 | 52 | 2170-11-05 11:05:29 | 2170-11-08 17:46:57 | 3.2788 |
| 2 | 2 | 367 | 270 | 188028 | 220345 | carevue | CCU | CCU | 57 | 57 | 2128-06-24 15:05:20 | 2128-06-27 12:32:29 | 2.8939 |
| 3 | 3 | 368 | 271 | 173727 | 249196 | carevue | MICU | SICU | 52 | 23 | 2120-08-07 23:12:42 | 2120-08-10 00:39:04 | 2.0600 |
| 4 | 4 | 369 | 272 | 164716 | 210407 | carevue | CCU | CCU | 57 | 57 | 2186-12-25 21:08:04 | 2186-12-27 12:01:13 | 1.6202 |
INPUTEVENTS_MV
| index | ROW_ID | SUBJECT_ID | HADM_ID | ICUSTAY_ID | STARTTIME | ENDTIME | ITEMID | AMOUNT | AMOUNTUOM | RATE | RATEUOM | STORETIME | CGID | ORDERID | LINKORDERID | ORDERCATEGORYNAME | SECONDARYORDERCATEGORYNAME | ORDERCOMPONENTTYPEDESCRIPTION | ORDERCATEGORYDESCRIPTION | PATIENTWEIGHT | TOTALAMOUNT | TOTALAMOUNTUOM | ISOPENBAG | CONTINUEINNEXTDEPT | CANCELREASON | STATUSDESCRIPTION | COMMENTS_EDITEDBY | COMMENTS_CANCELEDBY | COMMENTS_DATE | ORIGINALAMOUNT | ORIGINALRATE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 241 | 27063 | 139787 | 223259.0 | 2133-02-05 06:29:00 | 2133-02-05 08:45:00 | 225166 | 6.774532 | mEq | NaN | None | 2133-02-05 06:27:00 | 16009 | 4892074 | 4892074 | 02-Fluids (Crystalloids) | Additive (Crystalloid) | Additives ... | Continuous IV | 83.2 | 100.0 | ml | 0 | 0 | 1 | Rewritten | None | RN | 2133-02-05 12:52:00 | 10.000000 | 0.050000 |
| 1 | 1 | 242 | 27063 | 139787 | 223259.0 | 2133-02-05 05:34:00 | 2133-02-05 06:30:00 | 225944 | 28.132997 | ml | 30.142497 | mL/hour | 2133-02-05 12:57:00 | 20053 | 5211428 | 1576890 | 02-Fluids (Crystalloids) | Additive (Crystalloid) | Main order parameter | Continuous IV | 83.2 | 100.0 | ml | 0 | 0 | 0 | FinishedRunning | None | None | None | 28.132998 | 30.255817 |
| 2 | 2 | 243 | 27063 | 139787 | 223259.0 | 2133-02-05 05:34:00 | 2133-02-05 06:30:00 | 225166 | 2.813300 | mEq | NaN | None | 2133-02-05 12:57:00 | 20053 | 5211428 | 1576890 | 02-Fluids (Crystalloids) | Additive (Crystalloid) | Additives ... | Continuous IV | 83.2 | 100.0 | ml | 0 | 0 | 0 | FinishedRunning | None | None | None | 2.813300 | 0.050426 |
| 3 | 3 | 244 | 27063 | 139787 | 223259.0 | 2133-02-03 12:00:00 | 2133-02-03 12:01:00 | 225893 | 1.000000 | dose | NaN | None | 2133-02-03 13:21:00 | 20030 | 5213971 | 5213971 | 08-Antibiotics (IV) | 02-Fluids (Crystalloids) | Main order parameter | Drug Push | 83.2 | 100.0 | ml | 0 | 0 | 2 | Rewritten | RN | None | 2133-02-03 17:06:00 | 1.000000 | 1.000000 |
| 4 | 4 | 245 | 27063 | 139787 | 223259.0 | 2133-02-03 12:00:00 | 2133-02-03 12:01:00 | 220949 | 100.000000 | ml | NaN | None | 2133-02-03 13:21:00 | 20030 | 5213971 | 5213971 | 08-Antibiotics (IV) | 02-Fluids (Crystalloids) | Mixed solution | Drug Push | 83.2 | 100.0 | ml | 0 | 0 | 2 | Rewritten | RN | None | 2133-02-03 17:06:00 | 100.000000 | 0.000000 |
D_ICD_PROCEDURES
| index | ROW_ID | ICD9_CODE | SHORT_TITLE | LONG_TITLE | |
|---|---|---|---|---|---|
| 0 | 0 | 264 | 851 | Canthotomy | Canthotomy |
| 1 | 1 | 265 | 852 | Blepharorrhaphy | Blepharorrhaphy |
| 2 | 2 | 266 | 859 | Adjust lid position NEC | Other adjustment of lid position |
| 3 | 3 | 267 | 861 | Lid reconst w skin graft | Reconstruction of eyelid with skin flap or graft |
| 4 | 4 | 268 | 862 | Lid reconst w muc graft | Reconstruction of eyelid with mucous membrane ... |
CPTEVENTS
| index | ROW_ID | SUBJECT_ID | HADM_ID | COSTCENTER | CHARTDATE | CPT_CD | CPT_NUMBER | CPT_SUFFIX | TICKET_ID_SEQ | SECTIONHEADER | SUBSECTIONHEADER | DESCRIPTION | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 317 | 11743 | 129545 | ICU | None | 99232 | 99232.0 | None | 6.0 | Evaluation and management | Hospital inpatient services | None |
| 1 | 1 | 318 | 11743 | 129545 | ICU | None | 99232 | 99232.0 | None | 7.0 | Evaluation and management | Hospital inpatient services | None |
| 2 | 2 | 319 | 11743 | 129545 | ICU | None | 99232 | 99232.0 | None | 8.0 | Evaluation and management | Hospital inpatient services | None |
| 3 | 3 | 320 | 11743 | 129545 | ICU | None | 99232 | 99232.0 | None | 9.0 | Evaluation and management | Hospital inpatient services | None |
| 4 | 4 | 321 | 6185 | 183725 | ICU | None | 99223 | 99223.0 | None | 1.0 | Evaluation and management | Hospital inpatient services | None |
readmit_df = pd.read_sql('''SELECT * FROM
(SELECT SUBJECT_ID, HADM_ID, ADMITTIME, DISCHTIME,
RANK() OVER(PARTITION BY SUBJECT_ID ORDER BY ADMITTIME) AS ADMITTIME_RANK
FROM ADMISSIONS) a
LEFT JOIN
(SELECT SUBJECT_ID, MAX(ADMITTIME_RANK) AS MAX_ADMITTIME_RANK FROM
(SELECT SUBJECT_ID, HADM_ID, ADMITTIME, DISCHTIME,
RANK() OVER(PARTITION BY SUBJECT_ID ORDER BY ADMITTIME) AS ADMITTIME_RANK
FROM ADMISSIONS)
GROUP BY SUBJECT_ID) b
ON a.SUBJECT_ID = b.SUBJECT_ID''', conn)
readmit_df[['ADMITTIME','DISCHTIME']] = readmit_df[['ADMITTIME','DISCHTIME']].apply(lambda x: pd.to_datetime(x, format='%Y-%m-%d %H:%M:%S'))
next_admittime = readmit_df['ADMITTIME'].values[1:]
next_admittime = np.append(next_admittime, next_admittime[0])
readmit_df['NEXT_ADMITTIME'] = next_admittime
readmit_df['30_READMIT'] = -1
readmit_df.loc[readmit_df['ADMITTIME_RANK'] == readmit_df['MAX_ADMITTIME_RANK'], '30_READMIT'] = 0
readmit_sub_df = readmit_df[readmit_df['30_READMIT']==-1]
interval = (readmit_sub_df['NEXT_ADMITTIME'] - readmit_sub_df['DISCHTIME']).dt.days.values
readmit_df.loc[readmit_df['30_READMIT']==-1, 'INTERVAL'] = interval
readmit_df.loc[readmit_df['INTERVAL']<=30, '30_READMIT'] = 1
readmit_df.loc[readmit_df['INTERVAL']>30, '30_READMIT'] = 0
readmit_df
| SUBJECT_ID | HADM_ID | ADMITTIME | DISCHTIME | ADMITTIME_RANK | SUBJECT_ID | MAX_ADMITTIME_RANK | NEXT_ADMITTIME | 30_READMIT | INTERVAL | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 163353 | 2138-07-17 19:04:00 | 2138-07-21 15:48:00 | 1 | 2 | 1 | 2101-10-20 19:08:00 | 0 | NaN |
| 1 | 3 | 145834 | 2101-10-20 19:08:00 | 2101-10-31 13:58:00 | 1 | 3 | 1 | 2191-03-16 00:28:00 | 0 | NaN |
| 2 | 4 | 185777 | 2191-03-16 00:28:00 | 2191-03-23 18:41:00 | 1 | 4 | 1 | 2103-02-02 04:31:00 | 0 | NaN |
| 3 | 5 | 178980 | 2103-02-02 04:31:00 | 2103-02-04 12:15:00 | 1 | 5 | 1 | 2175-05-30 07:15:00 | 0 | NaN |
| 4 | 6 | 107064 | 2175-05-30 07:15:00 | 2175-06-15 16:00:00 | 1 | 6 | 1 | 2121-05-23 15:05:00 | 0 | NaN |
| 5 | 7 | 118037 | 2121-05-23 15:05:00 | 2121-05-27 11:57:00 | 1 | 7 | 1 | 2117-11-20 10:22:00 | 0 | NaN |
| 6 | 8 | 159514 | 2117-11-20 10:22:00 | 2117-11-24 14:20:00 | 1 | 8 | 1 | 2149-11-09 13:06:00 | 0 | NaN |
| 7 | 9 | 150750 | 2149-11-09 13:06:00 | 2149-11-14 10:15:00 | 1 | 9 | 1 | 2103-06-28 11:36:00 | 0 | NaN |
| 8 | 10 | 184167 | 2103-06-28 11:36:00 | 2103-07-06 12:10:00 | 1 | 10 | 1 | 2178-04-16 06:18:00 | 0 | NaN |
| 9 | 11 | 194540 | 2178-04-16 06:18:00 | 2178-05-11 19:00:00 | 1 | 11 | 1 | 2104-08-07 10:15:00 | 0 | NaN |
| 10 | 12 | 112213 | 2104-08-07 10:15:00 | 2104-08-20 02:57:00 | 1 | 12 | 1 | 2167-01-08 18:43:00 | 0 | NaN |
| 11 | 13 | 143045 | 2167-01-08 18:43:00 | 2167-01-15 15:15:00 | 1 | 13 | 1 | 2178-02-03 06:35:00 | 0 | NaN |
| 12 | 16 | 103251 | 2178-02-03 06:35:00 | 2178-02-05 10:51:00 | 1 | 16 | 1 | 2134-12-27 07:15:00 | 0 | NaN |
| 13 | 17 | 194023 | 2134-12-27 07:15:00 | 2134-12-31 16:05:00 | 1 | 17 | 2 | 2135-05-09 14:11:00 | 0 | 128.0 |
| 14 | 17 | 161087 | 2135-05-09 14:11:00 | 2135-05-13 14:40:00 | 2 | 17 | 2 | 2167-10-02 11:18:00 | 0 | NaN |
| 15 | 18 | 188822 | 2167-10-02 11:18:00 | 2167-10-04 16:15:00 | 1 | 18 | 1 | 2108-08-05 16:25:00 | 0 | NaN |
| 16 | 19 | 109235 | 2108-08-05 16:25:00 | 2108-08-11 11:29:00 | 1 | 19 | 1 | 2183-04-28 09:45:00 | 0 | NaN |
| 17 | 20 | 157681 | 2183-04-28 09:45:00 | 2183-05-03 14:45:00 | 1 | 20 | 1 | 2134-09-11 12:17:00 | 0 | NaN |
| 18 | 21 | 109451 | 2134-09-11 12:17:00 | 2134-09-24 16:15:00 | 1 | 21 | 2 | 2135-01-30 20:50:00 | 0 | 128.0 |
| 19 | 21 | 111970 | 2135-01-30 20:50:00 | 2135-02-08 02:08:00 | 2 | 21 | 2 | 2196-04-09 12:26:00 | 0 | NaN |
| 20 | 22 | 165315 | 2196-04-09 12:26:00 | 2196-04-10 15:54:00 | 1 | 22 | 1 | 2153-09-03 07:15:00 | 0 | NaN |
| 21 | 23 | 152223 | 2153-09-03 07:15:00 | 2153-09-08 19:10:00 | 1 | 23 | 2 | 2157-10-18 19:34:00 | 0 | 1501.0 |
| 22 | 23 | 124321 | 2157-10-18 19:34:00 | 2157-10-25 14:00:00 | 2 | 23 | 2 | 2139-06-06 16:14:00 | 0 | NaN |
| 23 | 24 | 161859 | 2139-06-06 16:14:00 | 2139-06-09 12:48:00 | 1 | 24 | 1 | 2160-11-02 02:06:00 | 0 | NaN |
| 24 | 25 | 129635 | 2160-11-02 02:06:00 | 2160-11-05 14:55:00 | 1 | 25 | 1 | 2126-05-06 15:16:00 | 0 | NaN |
| 25 | 26 | 197661 | 2126-05-06 15:16:00 | 2126-05-13 15:00:00 | 1 | 26 | 1 | 2191-11-30 22:16:00 | 0 | NaN |
| 26 | 27 | 134931 | 2191-11-30 22:16:00 | 2191-12-03 14:45:00 | 1 | 27 | 1 | 2177-09-01 07:15:00 | 0 | NaN |
| 27 | 28 | 162569 | 2177-09-01 07:15:00 | 2177-09-06 16:00:00 | 1 | 28 | 1 | 2172-10-14 14:17:00 | 0 | NaN |
| 28 | 30 | 104557 | 2172-10-14 14:17:00 | 2172-10-19 14:37:00 | 1 | 30 | 1 | 2108-08-22 23:27:00 | 0 | NaN |
| 29 | 31 | 128652 | 2108-08-22 23:27:00 | 2108-08-30 15:00:00 | 1 | 31 | 1 | 2170-04-04 08:00:00 | 0 | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 58946 | 99901 | 131711 | 2173-01-06 15:51:00 | 2173-01-19 17:32:00 | 1 | 99901 | 1 | 2146-01-06 18:17:00 | 0 | NaN |
| 58947 | 99903 | 135939 | 2146-01-06 18:17:00 | 2146-01-10 18:30:00 | 1 | 99903 | 1 | 2153-04-13 16:05:00 | 0 | NaN |
| 58948 | 99912 | 189380 | 2153-04-13 16:05:00 | 2153-04-27 13:40:00 | 1 | 99912 | 1 | 2141-05-10 20:41:00 | 0 | NaN |
| 58949 | 99913 | 175989 | 2141-05-10 20:41:00 | 2141-05-18 17:54:00 | 1 | 99913 | 1 | 2107-04-07 07:15:00 | 0 | NaN |
| 58950 | 99922 | 123563 | 2107-04-07 07:15:00 | 2107-04-11 17:16:00 | 1 | 99922 | 1 | 2201-02-23 20:42:00 | 0 | NaN |
| 58951 | 99923 | 164914 | 2201-02-23 20:42:00 | 2201-03-03 16:00:00 | 1 | 99923 | 2 | 2201-05-15 13:12:00 | 0 | 72.0 |
| 58952 | 99923 | 192053 | 2201-05-15 13:12:00 | 2201-05-25 14:51:00 | 2 | 99923 | 2 | 2181-11-16 16:20:00 | 0 | NaN |
| 58953 | 99928 | 104802 | 2181-11-16 16:20:00 | 2181-11-18 14:13:00 | 1 | 99928 | 1 | 2110-02-28 03:47:00 | 0 | NaN |
| 58954 | 99934 | 176121 | 2110-02-28 03:47:00 | 2110-03-06 14:31:00 | 1 | 99934 | 1 | 2139-12-15 06:59:00 | 0 | NaN |
| 58955 | 99935 | 174624 | 2139-12-15 06:59:00 | 2139-12-15 12:00:00 | 1 | 99935 | 1 | 2182-10-10 13:57:00 | 0 | NaN |
| 58956 | 99936 | 107913 | 2182-10-10 13:57:00 | 2182-10-18 13:45:00 | 1 | 99936 | 1 | 2128-05-11 15:16:00 | 0 | NaN |
| 58957 | 99937 | 129380 | 2128-05-11 15:16:00 | 2128-05-20 13:35:00 | 1 | 99937 | 1 | 2200-10-24 17:53:00 | 0 | NaN |
| 58958 | 99938 | 103815 | 2200-10-24 17:53:00 | 2200-11-11 11:53:00 | 1 | 99938 | 1 | 2110-03-22 04:03:00 | 0 | NaN |
| 58959 | 99939 | 159023 | 2110-03-22 04:03:00 | 2110-04-02 15:02:00 | 1 | 99939 | 1 | 2161-02-16 20:14:00 | 0 | NaN |
| 58960 | 99944 | 185654 | 2161-02-16 20:14:00 | 2161-02-21 16:45:00 | 1 | 99944 | 1 | 2161-07-14 20:29:00 | 0 | NaN |
| 58961 | 99946 | 157197 | 2161-07-14 20:29:00 | 2161-07-21 12:10:00 | 1 | 99946 | 1 | 2139-07-14 02:31:00 | 0 | NaN |
| 58962 | 99955 | 108494 | 2139-07-14 02:31:00 | 2139-07-19 05:20:00 | 1 | 99955 | 1 | 2157-02-20 22:56:00 | 0 | NaN |
| 58963 | 99957 | 148574 | 2157-02-20 22:56:00 | 2157-03-04 14:45:00 | 1 | 99957 | 1 | 2191-07-13 19:39:00 | 0 | NaN |
| 58964 | 99965 | 101083 | 2191-07-13 19:39:00 | 2191-07-16 12:08:00 | 1 | 99965 | 1 | 2191-08-23 23:16:00 | 0 | NaN |
| 58965 | 99966 | 167228 | 2191-08-23 23:16:00 | 2191-08-25 15:30:00 | 1 | 99966 | 1 | 2180-11-27 02:30:00 | 0 | NaN |
| 58966 | 99973 | 150202 | 2180-11-27 02:30:00 | 2180-12-01 13:42:00 | 1 | 99973 | 1 | 2156-11-28 11:56:00 | 0 | NaN |
| 58967 | 99982 | 151454 | 2156-11-28 11:56:00 | 2156-12-08 13:45:00 | 1 | 99982 | 3 | 2157-01-05 17:27:00 | 1 | 28.0 |
| 58968 | 99982 | 112748 | 2157-01-05 17:27:00 | 2157-01-12 13:00:00 | 2 | 99982 | 3 | 2157-02-16 17:31:00 | 0 | 35.0 |
| 58969 | 99982 | 183791 | 2157-02-16 17:31:00 | 2157-02-22 20:36:00 | 3 | 99982 | 3 | 2193-04-26 11:35:00 | 0 | NaN |
| 58970 | 99983 | 117390 | 2193-04-26 11:35:00 | 2193-04-29 13:30:00 | 1 | 99983 | 1 | 2181-01-27 02:47:00 | 0 | NaN |
| 58971 | 99985 | 176670 | 2181-01-27 02:47:00 | 2181-02-12 17:05:00 | 1 | 99985 | 1 | 2184-12-24 08:30:00 | 0 | NaN |
| 58972 | 99991 | 151118 | 2184-12-24 08:30:00 | 2185-01-05 12:15:00 | 1 | 99991 | 1 | 2144-07-25 18:03:00 | 0 | NaN |
| 58973 | 99992 | 197084 | 2144-07-25 18:03:00 | 2144-07-28 17:56:00 | 1 | 99992 | 1 | 2147-02-08 08:00:00 | 0 | NaN |
| 58974 | 99995 | 137810 | 2147-02-08 08:00:00 | 2147-02-11 13:15:00 | 1 | 99995 | 1 | 2117-12-30 07:15:00 | 0 | NaN |
| 58975 | 99999 | 113369 | 2117-12-30 07:15:00 | 2118-01-04 16:30:00 | 1 | 99999 | 1 | 2101-10-20 19:08:00 | 0 | NaN |
58976 rows × 10 columns
readmit_label_df = readmit_df[['HADM_ID', '30_READMIT']]
readmit_label_df.head()
| HADM_ID | 30_READMIT | |
|---|---|---|
| 0 | 163353 | 0 |
| 1 | 145834 | 0 |
| 2 | 185777 | 0 |
| 3 | 178980 | 0 |
| 4 | 107064 | 0 |
readmit_label_df.shape
(58976, 2)
feat_sub1_df = pd.read_sql('''SELECT a.HADM_ID, b.SHORT_TITLE
FROM DIAGNOSES_ICD a
INNER JOIN D_ICD_DIAGNOSES b on a.ICD9_CODE = b.ICD9_CODE
''',conn)
feat_sub1_df = feat_sub1_df.groupby(['HADM_ID', 'SHORT_TITLE']).size().unstack()
feat_sub1_df = feat_sub1_df.notnull()
feat_sub1_df = feat_sub1_df * 1
feat_sub1_df = feat_sub1_df.apply(pd.to_numeric)
feat_sub1_df.head()
| SHORT_TITLE | "ventilation" pneumonit | 1st deg burn back | 1st deg burn leg-mult | 2 deg burn back of hand | 24 comp weeks gestation | 25-26 comp wks gestation | 27-28 comp wks gestation | 29-30 comp wks gestation | 2nd deg burn arm NOS | 2nd deg burn back | 2nd deg burn face NEC | 2nd deg burn finger | 2nd deg burn foot | 2nd deg burn forearm | 2nd deg burn hand NOS | 2nd deg burn lower leg | 2nd deg burn mult finger | 2nd deg burn mult site | 2nd deg burn neck | 2nd deg burn palm | 2nd deg burn scalp | 2nd deg burn shoulder | 2nd deg burn upper arm | 31-32 comp wks gestation | 33-34 comp wks gestation | 35-36 comp wks gestation | 37+ comp wks gestation | 3rd deg burn back | 3rd deg burn chest wall | 3rd deg burn elbow | 3rd deg burn foot | 3rd deg burn low leg | 3rd deg burn shoulder | 3rd deg burn thigh | 40-49% bdy brn/3 deg NOS | 50-59% bdy brn/3 deg NOS | <24 comp wks gestation | AMI NEC, initial | AMI NEC, subsequent | AMI NOS, initial | AMI NOS, subsequent | AMI NOS, unspecified | AMI anterior wall, init | AMI anterior wall,subseq | AMI anterior wall,unspec | AMI anterolateral, init | AMI anterolateral,subseq | AMI anterolateral,unspec | AMI inferior wall, init | AMI inferior wall,subseq | AMI inferior wall,unspec | AMI inferolateral, init | AMI inferolateral,subseq | AMI inferolateral,unspec | AMI inferopost, initial | AMI inferopost, subseq | AMI lateral NEC, initial | Ab ftl hrt rt/rh b/f lab | Ab ftl hrt rt/rh dur lab | Ab ftl hrt rt/rhy NOS | Ab mammogram NOS | Abdmnal mass generalized | Abdmnal mass lft up quad | Abdmnal mass lt lwr quad | Abdmnal mass oth spcf st | Abdmnal mass rt lwr quad | Abdmnal mass rt upr quad | Abdmnal mass unspcf site | Abdmnal pain epigastric | Abdmnal pain generalized | Abdmnal pain lft up quad | Abdmnal pain lt lwr quad | Abdmnal pain oth spcf st | Abdmnal pain periumbilic | Abdmnal pain rt lwr quad | Abdmnal pain rt upr quad | Abdmnal pain unspcf site | Abdmnal rgdt generalized | Abdmnal rgdt unspcf site | Abdmnal tndr rt upr quad | Abdmnal tndr unspcf site | Abdom aortic aneurysm | Abdominal actinomycosis | Abdominal aortic ectasia | Abn amnion NEC aff NB | Abn auditory funct study | Abn basal metabol study | Abn blood chemistry NEC | Abn cardiovasc study NEC | Abn clinical finding NEC | Abn cns funct study NEC | Abn cns funct study NOS | Abn electroencephalogram | Abn endocrine study NEC | Abn find-body subst NEC | Abn find-stool contents | Abn finding-breast NEC | Abn fnd-cerebrospinal fl | Abn ftl hrt rate/rhy-del | Abn function study NEC | Abn gland pap smr vagina | Abn glandular pap smear | Abn glucose toler-deliv | Abn glucose-antepartum | Abn glucose-postpartum | Abn involun movement NEC | Abn kidney funct study | Abn liver function study | Abn pap cervix HPV NEC | Abn pelv tis obstr-deliv | Abn plac NEC/NOS aff NB | Abn pulmonary func study | Abn pupil function NOS | Abn reac-organ rem NEC | Abn react-anastom/graft | Abn react-artif implant | Abn react-blood sampling | Abn react-cardiac cath | Abn react-external stoma | Abn react-fluid aspirat | Abn react-gastric sound | Abn react-limb amputat | Abn react-org transplant | Abn react-plast surg NEC | Abn react-procedure NEC | Abn react-procedure NOS | Abn react-radiotherapy | Abn react-renal dialysis | Abn react-shock therapy | Abn react-surg proc NEC | Abn react-surg proc NOS | Abn react-urinary cath | Abn serum enzy level NEC | Abn thyroid funct study | Abn toxicologic finding | Abn urine findings NEC | Abn uterus NEC-delivered | Abn uterus NEC-postpart | Abnorm echoencephalogram | Abnorm electrocardiogram | Abnorm innervation synd | Abnorm secretion gastrin | Abnormal RBC NEC | Abnormal findings NEC | Abnormal glucose NEC | Abnormal granulation NEC | Abnormal loss of weight | Abnormal reflex | Abnormal sputum | Abnormal weight gain | Abnormalities of hair | Abnormality of gait | Abnorml tumor marker NEC | Abnrml coagultion prfile | Abrasion NEC | Abrasion NEC-infected | Abrasion foot & toe | Abrasion foot/toe-infec | Abrasion forearm | Abrasion hand | Abrasion head | Abrasion hip & leg | Abrasion hip/leg-infect | Abrasion shoulder/arm | Abrasion trunk | Abscess of appendix | Abscess of eyelid | Abscess of liver | Abscess of lung | Abscess of mediastinum | Abscess of prostate | Abscess of thymus | Abscess of vulva NEC | Absence of menstruation | Abuse by fther/stpfth/bf | Ac DVT/emb distl low ext | Ac DVT/emb prox low ext | Ac DVT/embl low ext NOS | Ac DVT/embl up ext | Ac alcohol intox-contin | Ac alcohol intox-episod | Ac alcohol intox-remiss | Ac alcohol intox-unspec | Ac alcoholic hepatitis | Ac apical periodontitis | Ac append w peritonitis | Ac cerebrovasc insuf NOS | Ac diastolic hrt failure | Ac dilation of stomach | Ac duoden ulc perf-obstr | Ac duoden ulc w hem-obst | Ac duoden ulc w hem/perf | Ac duodenal ulcer w hem | Ac duodenal ulcer w perf | Ac embl internl jug vein | Ac embl subclav veins | Ac embl suprfcl up ext | Ac embl thorac vein NEC | Ac emblsm axillary veins | Ac emblsm up ext NOS | Ac embolism veins NEC | Ac epiglottitis no obstr | Ac epiglottitis w obstr | Ac ethmoidal sinusitis | Ac frontal sinusitis | Ac graft-versus-host dis | Ac idiopath pericarditis | Ac infect polyneuritis | Ac ischemic hrt dis NEC | Ac kidney fail-del w p/p | Ac kidney fail-postpart | Ac kidny fail, cort necr | Ac kidny fail, medu necr | Ac kidny fail, tubr necr | Ac laryngitis w/o obst | Ac leu un cl wo ach rmsn | Ac lym leuk wo achv rmsn | Ac margin ulc w hem-obst | Ac marginal ulcer NOS | Ac marginal ulcer w hem | Ac marginal ulcer w perf | Ac mastoiditis w/o compl | Ac mastoiditis-compl NEC | Ac maxillary sinusitis | Ac miliary tb-histo dx | Ac miliary tb-micro dx | Ac mono leu wo achv rmsn | Ac myl leuk wo achv rmsn | Ac myocardit in oth dis | Ac nephritis in oth dis | Ac nonsup otitis med NOS | Ac on chr diast hrt fail | Ac on chr syst hrt fail | Ac on chrn grft-vs-host | Ac osteomyelitis NEC | Ac osteomyelitis-ankle | Ac osteomyelitis-hand | Ac osteomyelitis-l/leg | Ac osteomyelitis-mult | Ac osteomyelitis-pelvis | Ac osteomyelitis-shlder | Ac osteomyelitis-up/arm | Ac pelv peritonitis-fem | Ac peptic ulc w perf-obs | Ac peptic ulcer w hemorr | Ac pericardit in oth dis | Ac polio NOS-type NOS | Ac posthemorrhag anemia | Ac proliferat nephritis | Ac pul manif d/t radiat | Ac pyelonephr w med necr | Ac pyelonephritis NOS | Ac rapidly progr nephrit | Ac resp flr fol trma/srg | Ac rheumat hrt dis NEC | Ac salpingo-oophoritis | Ac sphenoidal sinusitis | Ac stom ulc w perf-obst | Ac stomac ulc w hem-obst | Ac stomac ulc w hem/perf | Ac stomach ulcer w hem | Ac stomach ulcer w perf | Ac supp OM w drum rupt | Ac supp otitis media NOS | Ac syst/diastol hrt fail | Ac systolic hrt failure | Ac tracheitis no obstruc | Ac tracheitis w obstruct | Ac uterine inflammation | Ac vasc insuff intestine | Ac/chr rsp flr fol tr/sg | Ac/chr syst/dia hrt fail | Ac/subac bact endocard | Ac/subac endocardit NOS | Acc cut in med care NEC | Acc cut in med care NOS | Acc cut/hem in injection | Acc cut/hem in surgery | Acc cut/hem w catheteriz | Acc cut/hem w heart cath | Acc cut/hem w scope exam | Acc cut/hem-perfusn NEC | Acc on industr premises | Acc pois-oth anti-infect | Acc pois-solid/liq NEC | Acc pois-solid/liq NOS | Acc poisn psychotrop NEC | Acc poisn-alcohol bevrag | Acc poisn-anticholinerg | Acc poisn-anticonvulsant | Acc poisn-benzdiaz tranq | Acc poisn-cardiovasc agt | Acc poisn-cns depres NEC | Acc poisn-isopropyl alc | Acc poisn-local anesthet | Acc poisn-metabol agnt | Acc poisn-muscl/resp agt | Acc poisn-psychstimulant | Acc poisn-skin/eent agnt | Acc poisn-solvents NEC | Acc poisn-sympatholytics | Acc poisn-systemic agent | Acc poisn-tranquilzr NEC | Acc poison-acids | Acc poison-adrenergics | Acc poison-alcohol NOS | Acc poison-analgesic NEC | Acc poison-antibiotics | Acc poison-antidepressnt | Acc poison-arom analgesc | Acc poison-barbiturates | Acc poison-blood agent | Acc poison-cleanser NEC | Acc poison-cleanser NOS | Acc poison-cns stimulant | Acc poison-gas/vapor NEC | Acc poison-gi agent | Acc poison-hallucinogens | Acc poison-heroin | Acc poison-hormones | Acc poison-methadone | Acc poison-mushrooms | Acc poison-opiates NEC | Acc poison-plants NEC | Acc poison-rodenticides | Acc poison-salicylates | Acc poison-sedatives NEC | Acc poison-sedatives NOS | Acc poison-soap products | Acc poisoning-arsenic | Acc poisoning-drug NEC | Acc poisoning-drug NOS | Acc-cutting instrum NEC | Acc-cutting instrum NOS | Acc-hot liquid & steam | Acc-hot tap water | Acc-hypodermic needle | Acc-power hand tool NEC | Acc-powered lawn mower | Accessory auricle | Accessory nerve disorder | Accid in recreation area | Accid in resident instit | Accid on street/highway | Accid punc/op lac dura | Accid-caustic substance | Accid-other hand tools | Accident NEC | Accident NOS | Accident d/t tornado | Accident in home | Accident in place NEC | Accident in place NOS | Accident in public bldg | Accident-paintball gun | Accidental drowning NEC | Accidental drowning NOS | Accidental op laceration | Acetonuria | Achalasia & cardiospasm | Achilles tendinitis | Acidosis | Acne NEC | Acoustic nerve disorders | Acq absence of hip joint | Acq absence of lung | Acq absence of organ NEC | Acq absence of stomach | Acq absence of teeth NOS | Acq absence urinary trct | Acq absnce breast/nipple | Acq absnce cervix/uterus | Acq absnce genital organ | Acq acanthosis nigricans | Acq ankle-foot def NEC | Acq ankle-foot def NOS | Acq arterioven fistula | Acq atrophy ovary & tube | Acq cardiac septl defect | Acq chest deformity | Acq coagul factor defic | Acq deformity NEC | Acq deformity of toe NEC | Acq deformity of toe NOS | Acq equinovarus | Acq equinus deformity | Acq esophag diverticulum | Acq finger deformity NEC | Acq finger deformity NOS | Acq hemolytic anemia NOS | Acq hip deformity NOS | Acq knee deformity NEC | Acq nasolacrml stenosis | Acq nose deformity | Acq part absnce pancreas | Acq pelvic deformity | Acq pyloric stenosis | Acq spondylolisthesis | Acq torsion dystonia NEC | Acq total absnc pancreas | Acquire absnce intestine | Acquired absence kidney | Acquired absence of eye | Acquired hemophilia | Acquired hypothyroid NEC | Acrocephalosyndactyly | Acromegaly and gigantism | Act lym leuk w rmsion | Act lymp leuk in relapse | Act myel leuk in relapse | Act myl leuk w rmsion | Acte & chr cholecystitis | Actinic keratosis | Actinomycosis NEC | Activity NEC | Activity NOS | Acu brnchlts d/t oth org | Acu broncholitis d/t RSV | Acute & chronc resp fail | Acute HTR NOS | Acute angl-clos glaucoma | Acute appendicitis NOS | Acute bronchitis | Acute bronchospasm | Acute chest syndrome | Acute cholecystitis | Acute conjunctivitis NOS | Acute cor occlsn w/o MI | Acute cor pulmonale | Acute cystitis | Acute dacryoadenitis | Acute duodenal ulcer NOS | Acute dystonia d/t drugs | Acute endophthalmitis | Acute esophagitis | Acute gastritis w hmrhg | Acute gastrtis w/o hmrhg | Acute gc infect lower gu | Acute gouty arthropathy | Acute interstitial pneum | Acute iridocyclitis NOS | Acute kidney failure NEC | Acute kidney failure NOS | Acute lung edema NOS | Acute lymphadenitis | Acute myelitis NOS | Acute myocarditis NOS | Acute nasopharyngitis | Acute necrosis of liver | Acute nephritis NEC | Acute nephritis NOS | Acute otitis externa NEC | Acute pain NEC | Acute pain due to trauma | Acute pancreatitis | Acute parametritis | Acute pericarditis NEC | Acute pericarditis NOS | Acute periodontitis | Acute petrositis | Acute pharyngitis | Acute post-thoracot pain | Acute postop pain NEC | Acute prostatitis | Acute respiratry failure | Acute rheumatic endocard | Acute rheumatic pericard | Acute sinusitis NOS | Acute stomach ulcer NOS | Acute stress react NEC | Acute stress react NOS | Acute syphil meningitis | Acute tonsillitis | Acute uri NOS | Adenoviral meningitis | Adenovirus infect NOS | Adhesions of iris NOS | Adhesive capsulit shlder | Adhesive pericarditis | Adj cerebral vent shunt | Adj dis-emotion/conduct | Adj nerv syst device NEC | Adjust dis w anxiety/dep | Adjust disor/dis conduct | Adjust neuropacemaker | Adjustment dis w anxiety | Adjustment reaction NEC | Adjustment reaction NOS | Adjustmnt dis w depressn | Administrtve encount NEC | Adrenal disorder NEC | Adrenal disorder NOS | Adrenal gland injury-cl | Adrenal hypofunction NEC | Adrenogenital disorders | Adult emotnl/psych abuse | Adult maltreatment NOS | Adult physical abuse | Adult sexual abuse | Adv eff GI agent NEC | Adv eff analgesic NOS | Adv eff analgesics NEC | Adv eff anallrg/antemet | Adv eff ant pituitary | Adv eff antacids | Adv eff antconvl NEC/NOS | Adv eff anti-parkinson | Adv eff antiasthmatics | Adv eff antibiotic NOS | Adv eff antibiotics NEC | Adv eff anticoagulants | Adv eff antidepressants | Adv eff antifung antbiot | Adv eff antihyperten agt | Adv eff antilipemics | Adv eff antimalarials | Adv eff antimycobac NEC | Adv eff antineop antbiot | Adv eff antineoplastic | Adv eff antinfct NEC/NOS | Adv eff antipsychotc NEC | Adv eff antirheumatics | Adv eff antithyroid agnt | Adv eff antiviral drugs | Adv eff antmycob antbiot | Adv eff antprotazoal NEC | Adv eff arom analgsc NEC | Adv eff autonom agnt NOS | Adv eff barbiturates | Adv eff benzodiaz tranq | Adv eff biologic NEC/NOS | Adv eff blood agent NEC | Adv eff blood products | Adv eff butyrophen tranq | Adv eff card rhyth regul | Adv eff cardiotonics | Adv eff cardiovasc NEC | Adv eff cathartics NEC | Adv eff cephalosporin | Adv eff cholinergics | Adv eff cns muscl depres | Adv eff cns stimulnt NEC | Adv eff coagulants | Adv eff coronary vasodil | Adv eff corticosteroids | Adv eff dietetics | Adv eff diuretics NEC | Adv eff electrolyte agnt | Adv eff emollient/demulc | Adv eff ent anti-inf/drg | Adv eff enzymes NEC | Adv eff erythromycin | Adv eff expectorants | Adv eff fibrinolysis agt | Adv eff gamma globulin | Adv eff gas anesthet NEC | Adv eff gen anes NEC/NOS | Adv eff hormones NEC/NOS | Adv eff hydantoin deriv | Adv eff insulin/antidiab | Adv eff intraven anesth | Adv eff iron & compounds | Adv eff loc anes NEC/NOS | Adv eff loc anti-infectv | Adv eff med/biol NEC/NOS | Adv eff medicinal NEC | Adv eff medicinal NOS | Adv eff methadone | Adv eff musc agt NEC/NOS | Adv eff nerve-block anes | Adv eff non-narc analgsc | Adv eff opiat antagonist | Adv eff opiates | Adv eff ovarian hormones | Adv eff oxazolidin deriv | Adv eff parasympatholytc | Adv eff penicillins | Adv eff phenothiaz tranq | Adv eff post pituitary | Adv eff psychostimulants | Adv eff psychotropic NEC | Adv eff psychotropic NOS | Adv eff purine diuretics | Adv eff quinoline | Adv eff salicylates | Adv eff saluretics | Adv eff sedat/hypnot NEC | Adv eff sedat/hypnot NOS | Adv eff skelet musc relx | Adv eff smooth musc relx | Adv eff spinal anesthet | Adv eff sulfonamides | Adv eff sympatholytics | Adv eff sympathomimetics | Adv eff systemic agt NEC | Adv eff tetracycline | Adv eff topic/infil anes | Adv eff tranquilizer NEC | Adv eff uric acid metab | Adv eff vasodilators NEC | Adv eff viral vacc NEC | Adv eff vitamin k | Adv eff vitamins NEC | Adverse effect NEC | Adverse food react NEC | Aft surg circ syst NEC | Aftcr explantatn jt pros | Aftercare joint replace | Aftercare neoplasm surg | Aftercare organ transplt | Aftercare path fx hip | Aftrcare inj/trauma surg | Aftrcare path fx low arm | Aftrcare path fx low leg | Aftrcare path fx vertebr | Aftrcare traum fx up arm | Aftrcare traum fx up leg | Aftrce traum fx bone NEC | Aftrcre traum fx arm NOS | Aftrcre traum fx low arm | Aftrcre traum fx low leg | Aftrcre traum fx vertebr | Aftrcre traumatic fx hip | Agenesis of lung | Aggres periodontitis NOS | Aggres periodontitis,loc | Agoraphobia w panic dis | Agoraphobia w/o panic | Air embol comp med care | Air embolism | Alchl gastrtis w/o hmrhg | Alchl gstritis w hmrhg | Alcoh dep NEC/NOS-contin | Alcoh dep NEC/NOS-episod | Alcoh dep NEC/NOS-remiss | Alcoh dep NEC/NOS-unspec | Alcoh psy dis w hallucin | Alcohol abuse-continuous | Alcohol abuse-episodic | Alcohol abuse-in remiss | Alcohol abuse-unspec | Alcohol amnestic disordr | Alcohol cirrhosis liver | Alcohol liver damage NOS | Alcohol mental disor NEC | Alcohol persist dementia | Alcohol withdrawal | Alcoholic cardiomyopathy | Alcoholic fatty liver | Alcoholic polyneuropathy | Alcoholism in family | Alexia and dyslexia | Alkalosis | Allerg alveol/pneum NEC | Allerg alveol/pneum NOS | Allerg rhinitis-cat/dog | Allergic purpura | Allergic rhinitis NEC | Allergic rhinitis NOS | Allergic urticaria | Allergy, unspecified | Allrgic gastro & colitis | Alopecia NEC | Alopecia NOS | Alopecia areata | Alpha thalassemia | Alpha-1-antitrypsin def | Alrgc brncpul asprglosis | Alteration of sensations | Altered mental status | Alveol pneumonopathy NEC | Alveol pneumonopathy NOS | Alveolitis of jaw | Alzheimer's disease | Amblyopia NOS | Amer flag/touch football | Amino-acid transport dis | Amnestic disord oth dis | Amniotic embolism-deliv | Amp below elb, unil-comp | Amphetamin depend-contin | Amphetamin depend-remiss | Amphetamin depend-unspec | Amphetamine abuse-contin | Amphetamine abuse-remiss | Amphetamine abuse-unspec | Amput above knee, unilat | Amput abv elb, unil-comp | Amput abv elbow, unilat | Amput abv kn, unil-compl | Amput arm, unil NOS-comp | Amput below elb, unilat | Amput below knee, unilat | Amput foot, unilat-compl | Amputat leg, bilat-compl | Amputat stump compl NEC | Amputation finger | Amputation finger-compl | Amputation foot, unilat | Amputation thumb | Amputation thumb-compl | Amyloidosis NEC | Amyloidosis NOS | Amyotrophic sclerosis | Anaerobic septicemia | Anal & rectal abscess | Anal & rectal polyp | Anal fissure | Anal fistula | Anal or rectal pain | Anal spasm | Anaphyl d/t adm bld/prod | Anaplastic lymph xtrndl | Anemia NEC | Anemia NOS | Anemia d/t antineo chemo | Anemia in chr kidney dis | Anemia in neoplastic dis | Anemia of prematurity | Anemia-antepartum | Anemia-delivered | Anemia-delivered w p/p | Anemia-other chronic dis | Anemia-postpartum | Aneurysm NEC | Aneurysm coronary vessel | Aneurysm of heart | Aneurysm of heart NEC | Aneurysm of neck | Angina pectoris NEC/NOS | Angio intes w hmrhg | Angio intes w/o hmrhg | Angio stm/dudn w hmrhg | Angio stm/dudn w/o hmrhg | Angioneurotic edema | Angiopathy in other dis | Anim drawn veh-pers NEC | Animal bite NEC | Anisocoria | Ankle enthesopathy NEC | Ankylosing spondylitis | Ankylosis-lower/leg | Ankylosis-pelvis | Anodontia | Anom anter seg NEC-eye | Anomal skull/face bones | Anomalies of aortic arch | Anomalies of diaphragm | Anomalies of foot NEC | Anomalies of inner ear | Anomalies of ovaries | Anomalies of spleen | Anomalies of toes NEC | Anomalies of urachus | Anomalous av excitation | Anomaly of spine NEC | Anomaly of spine NOS | Anorexia | Anorexia nervosa | Anoxic brain damage | Anphyl react oth sp food | Anphyl react tr nts seed | Anphylct react crstacns | Anphylct react frts veg | Anphylct react milk prod | Anphylct react peanuts | Anphylct reaction fish | Ant disl prox tibia-open | Ant disloc hip NEC-clos | Ant disloc humerus-close | Ant disloc prox tibia-cl | Ant pituit hyperfunc NEC | Antenatal screening NOS | Antepart malpres aff NB | Anter pituitary dis NEC | Anterior cord synd/c1-c4 | Anterior cord synd/c5-c7 | Antidepress abuse-remiss | Antidepress abuse-unspec | Antin chemo indcd pancyt | Antineoplastic chemo enc | Antisocial personality | Anxiety disorder oth dis | Anxiety state NEC | Anxiety state NOS | Aortic aneurysm NOS | Aortic atherosclerosis | Aortic atresia/stenosis | Aortic valve disorder | Aortocoronary bypass | Aphasia | Aphonia | Aplastic anemia NOS | Aplastic anemias NEC | Apnea | Appendicitis NOS | Arom amin-acid metab NEC | Arterial branch occlus | Arterial disease NEC | Arterial disease NOS | Arterial embolism NEC | Arterial embolism NOS | Arterioven fistu pul ves | Arteritis NOS | Arthralgia TMJ | Arthrodesis status | Arthrop w noninf GI dis | Arthrop w oth dis NEC | Arthropath w hematol dis | Arthropathy NEC-ankle | Arthropathy NEC-unspec | Arthropathy NOS-ankle | Arthropathy NOS-forearm | Arthropathy NOS-hand | Arthropathy NOS-l/leg | Arthropathy NOS-mult | Arthropathy NOS-oth site | Arthropathy NOS-pelvis | Arthropathy NOS-shlder | Arthropathy NOS-unspec | Arthropathy w nerve dis | Arthroscopc conv to open | Artif open status NEC | Artif open status NOS | Asbestosis | Ascariasis | Ascending colon inj-open | Ascites NEC | Ascorbic acid deficiency | Ascvd | Asept necrosis bone NEC | Asept necrosis bone NOS | Aseptic necrosis femur | Aseptic necrosis humerus | Aseptic necrosis of jaw | Aspergillosis | Asphyxia | Asphyxiation/strangulat | Assault NEC | Assault NOS | Assault-cutting instr | Assault-explosive NOS | Assault-firearm NEC | Assault-handgun | Assault-hanging/strangul | Assault-pois w medic agt | Assault-shotgun | Assault-striking w obj | Assault-submersion | Asthma NOS | Asthma NOS w (ac) exac | Asthma w status asthmat | Asy bacteriuria-antepart | Asymp hiv infectn status | Asympt postmeno status | Asympt varicose veins | Ataxia | Ath ext autologs bps gft | Ath ext nonautlg bps gft | Ath ext ntv art gngrene | Ath ext ntv art ulcrtion | Ath ext ntv at w claudct | Ath ext ntv at w rst pn | Atheroembolism, kidney | Atheroembolism, site NEC | Atheroembolism,lower ext | Atherosclerosis NEC | Atherosclerosis NOS | Athrsc extrm ntv art oth | Athscl extrm bps gft NOS | Athscl extrm ntv art NOS | Atony of bladder | Atresia large intestine | Atresia small intestine | Atrial fibrillation | Atrial flutter | Atrial premature beats | Atrioven block-mobitz ii | Atriovent block NOS | Atriovent block complete | Atriovent block-1st degr | Atrophic vaginitis | Atrph gastritis w hmrhg | Atrph gastrtis w/o hmrhg | Atten to colostomy | Atten to cystostomy | Atten to enterostomy NEC | Atten to gastrostomy | Atten to ileostomy | Atten to tracheostomy | Atten to urinostomy NEC | Attn defic nonhyperact | Attn deficit w hyperact | Attn rem surg dressing | Attn to artif open NEC | Atypical face pain | Atypical manic disorder | Aut neuropthy in oth dis | Autistic disord-current | Autoimmun hemolytic anem | Autoimmun lymphprof synd | Autoimmune disease NEC | Autoimmune hepatitis | Autonomic dysreflexia | Autonomic nerve dis NEC | Autosomal anomalies NEC | Autosomal deletions NEC | Av block-2nd degree NEC | Avulsion of eye | Await organ transplnt st | B-complex defic NEC | B12 defic anemia NEC | BMI 25.0-25.9,adult | BMI 26.0-26.9,adult | BMI 27.0-27.9,adult | BMI 28.0-28.9,adult | BMI 29.0-29.9,adult | BMI 30.0-30.9,adult | BMI 31.0-31.9,adult | BMI 32.0-32.9,adult | BMI 33.0-33.9,adult | BMI 34.0-34.9,adult | BMI 35.0-35.9,adult | BMI 36.0-36.9,adult | BMI 37.0-37.9,adult | BMI 38.0-38.9,adult | BMI 39.0-39.9,adult | BMI 40.0-44.9, adult | BMI 45.0-49.9, adult | BMI 50.0-59.9, adult | BMI 60.0-69.9, adult | BMI 70 and over, adult | BMI between 19-24,adult | BMI less than 19,adult | BPH NOS w ur obs/LUTS | BPH NOS w/o ur obs/LUTS | BPH w urinary obs/LUTS | BPH w/o urinary obs/LUTS | Babesiosis | Back contusion | Back disorder NOS | Backache NOS | Backgrnd retinopathy NOS | Bact pleur/effus not TB | Bacteremia | Bacteremia of newborn | Bacteria dis carrier NEC | Bacterial diseases NEC | Bacterial enteritis NOS | Bacterial infection NOS | Bacterial meningitis NOS | Bacterial pneumonia NOS | Bacteroides fragilis | Balanitis xerotica oblit | Balanoposthitis | Band-shaped keratopathy | Bandemia | Bariatric surgery status | Barrett's esophagus | Bartholin's gland cyst | Bartonellosis | Baseball | Basilar artery syndrome | Basketball | Batter by non-relative | Batter by other relative | Batter by spouse/partner | Battering by child | Bdy brn < 10%/3d deg NOS | Bed confinement status | Behcet arthritis-unspec | Behcet's syndrome | Bell's palsy | Ben carcinoid appendix | Ben carcinoid bronc/lung | Ben hy kid w cr kid I-IV | Ben hyp ht/kd I-IV w hf | Ben hyp ht/kd stg V w hf | Ben hyp kid w cr kid V | Ben neo GI tract NEC/NOS | Ben neo cerebr meninges | Ben neo fallopian tube | Ben neo fem genital NEC | Ben neo islets langerhan | Ben neo liver/bile ducts | Ben neo long bones leg | Ben neo major salivary | Ben neo nasal cav/sinus | Ben neo peritoneum | Ben neo scalp/skin neck | Ben neo skull/face bone | Ben neo soft tis abdomen | Ben neo soft tis pelvis | Ben neo soft tis thorax | Ben neo soft tissue head | Ben neo soft tissue leg | Ben neo spinal meninges | Bengn carcinoid oth site | Benign carcinoid ileum | Benign carcinoid rectum | Benign carcinoid stomach | Benign hyp ht dis w hf | Benign hyp ht dis w/o hf | Benign hypertension | Benign neo bronchus/lung | Benign neo corpus uteri | Benign neo cranial nerve | Benign neo esophagus | Benign neo larynx | Benign neo mediastinum | Benign neo mouth NEC/NOS | Benign neo parathyroid | Benign neo pituitary | Benign neo skin arm | Benign neo skin eyelid | Benign neo skin face NEC | Benign neo skin leg | Benign neo skin trunk | Benign neo spinal cord | Benign neo trachea | Benign neo vertebrae | Benign neopl rectum/anus | Benign neoplasm NEC | Benign neoplasm adrenal | Benign neoplasm brain | Benign neoplasm breast | Benign neoplasm heart | Benign neoplasm kidney | Benign neoplasm lg bowel | Benign neoplasm ovary | Benign neoplasm pancreas | Benign neoplasm skin NOS | Benign neoplasm sm bowel | Benign neoplasm stomach | Benign neoplasm thymus | Benign neoplasm thyroid | Benign neoplasm tongue | Benign parxysmal vertigo | Benign renovasc hyperten | Bereavement, uncomplicat | Beriberi | Beta thalassemia | Biceps tendon rupture | Bicipital tenosynovitis | Bike riding | Bil femoral hern w obstr | Bilat bb block NEC | Bilat clft palat/lip-com | Bilat clft palat/lip-inc | Bilat ing hernia w obst | Bilat inguinal hernia | Biliary & liver anom NEC | Biliary & liver anom NOS | Biliary cirrhosis | Biliary tract injury-cl | Biliary tract injury-opn | Bilious emesis | Bipo I sin man-sev w psy | Bipol I cur depres NOS | Bipol I cur depress-mild | Bipol I curr dep w/o psy | Bipol I currnt dep w psy | Bipol I currnt manic NOS | Bipol I manic-sev w psy | Bipol I single manic NOS | Bipolar disorder NEC | Bipolar disorder NOS | Bipolor I current NOS | Birth asphyxia NOS | Birth trauma NEC | Black eye NOS | Blad diverticulum calcul | Bladder calculus NEC | Bladder disorder NOS | Bladder exstrophy | Bladder neck obstruction | Bladder neoplasm NOS | Bladder replacement NEC | Bladder rupt, nontraum | Bladder wall hemorrhage | Bladder/urethra inj-clos | Bladder/urethra inj-open | Blastomycosis | Bleed esoph var oth dis | Blepharitis NOS | Blepharospasm | Blindness NOS, both eyes | Blindness, one eye | Blindness/low vision | Blister finger | Blister foot & toe | Blister foot & toe-infec | Blister forearm | Blister hand | Blister head | Blister hip & leg | Blister shoulder & arm | Blister trunk | Blood asp w resp sympt | Blood disease NOS | Blood diseases NEC | Blood in stool | Blood inf dt cen ven cth | Blood vessel replac NEC | Boat acc inj NEC-power | Boat acc inj NEC-skier | Boat inj NEC-person NEC | Bone & cartilage dis NEC | Bone & cartilage dis NOS | Bone cyst NEC | Bone infect NEC-mult | Bone infect NEC-oth site | Bone infect NOS-ankle | Bone injury NEC at birth | Bone involv in oth dis | Bone/skin neoplasm NOS | Borderline personality | Both eyes blind-who def | Botulism food poisoning | Boxing | Brach plexus inj-birth | Brachial neuritis NOS | Brachial plexus injury | Brachial plexus lesions | Brain anomaly NEC | Brain condition NOS | Brain conditions NEC | Brain death | Brain hem NEC w opn wnd | Brain hem NEC w/o coma | Brain hem NEC-brief coma | Brain hem NEC-coma NOS | Brain hem NEC-concussion | Brain hem NEC-deep coma | Brain hem NEC-proln coma | Brain hem open-coma NOS | Brain hem opn-proln coma | Brain inj NEC-brief coma | Brain inj NEC-coma NOS | Brain inj NEC-deep coma | Brain inj NEC-mod coma | Brain inj NEC-proln coma | Brain injury NEC | Brain injury NEC-no coma | Brain lac NEC w open wnd | Brain lac NEC-brief coma | Brain lac NEC-deep coma | Brain lac NEC-proln coma | Brain lacer NEC w/o coma | Brain lacer NEC-coma NOS | Brain lacer NEC-concuss | Brain lacer NEC-mod coma | Brain laceration NEC | Brain neoplasm NOS | Branch cleft sinus/fistu | Branchial cleft cyst | Breast disorder NOS | Breast prosth malfunc | Breast replacement | Breech del/extrac aff NB | Breech presentat-deliver | Brkt tmr unsp xtrndl org | Broke prosthtc jt implnt | Broken tooth-complicated | Broken tooth-uncomplic | Bronchiectas w/o ac exac | Bronchiectasis w ac exac | Bronchitis NOS | Bronchopneumonia org NOS | Brst reconst fol mastect | Brucellosis NOS | Bsl cel skn face NEC/NOS | Bsl cell ca scalp/skn nk | Budd-chiari syndrome | Building & construction | Bulimia nervosa | Bullous dermatoses NEC | Bullous myringitis | Bundle branch block NOS | Bunion | Buphthal w oth eye anom | Buphthalmos NOS | Burkitt's tumor abdom | Burkitt's tumor axilla | Burkitt's tumor head | Burkitt's tumor mult | Burkitt's tumor thorax | Burn NOS abdominal wall | Burn NOS back | Burn NOS finger | Burn NOS head-unspec | Burn NOS lower leg | Burn NOS neck | Burn NOS trunk NEC | Burn larynx/trachea/lung | Burn of GI tract | Burn of esophagus | Bursitis NEC | Buttock contusion | C1-c4 fx-cl/ant cord syn | C1-c4 fx-cl/cen cord syn | C1-c4 fx-cl/com cord les | C1-c4 fx-cl/cord inj NEC | C1-c4 fx-cl/cord inj NOS | C1-c4 fx-op/cord inj NOS | C1-c4 spin cord inj NEC | C1-c4 spin cord inj NOS | C5-c7 fx-cl/ant cord syn | C5-c7 fx-cl/cen cord syn | C5-c7 fx-cl/com cord les | C5-c7 fx-cl/cord inj NEC | C5-c7 fx-cl/cord inj NOS | C5-c7 fx-op/com cord les | C5-c7 spin cord inj NEC | C5-c7 spin cord inj NOS | CHF NOS | CV dis NEC preg-deliver | CV dis NEC-antepartum | CV dis NEC-deliver w p/p | CV dis NEC-postpartum | Ca in situ GI NEC/NOS | Ca in situ anus NOS | Ca in situ bladder | Ca in situ breast | Ca in situ bronchus/lung | Ca in situ cervix uteri | Ca in situ esophagus | Ca in situ liver/biliary | Ca in situ oral cav/phar | Ca in situ prostate | Ca in situ skin NOS | Ca in situ skin arm | Ca in situ skin trunk | Ca in situ stomach | Ca in situ urinary NEC | Cachexia | Calcaneal spur | Calcif tendinitis shlder | Calcium deposit tendon | Calculus of kidney | Calculus of ureter | Candidal endocarditis | Candidal enteritis | Candidal esophagitis | Candidal meningitis | Candidal vulvovaginitis | Candidias urogenital NEC | Candidiasis of lung | Candidiasis site NEC | Candidiasis site NOS | Cannabis abuse-contin | Cannabis abuse-episodic | Cannabis abuse-in remiss | Cannabis abuse-unspec | Cannabis depend-contin | Cannabis depend-unspec | Capillary dis NEC/NOS | Carbuncle NOS | Carbuncle of buttock | Carbuncle of leg | Carbuncle of trunk | Carcinoid syndrome | Carcinoma in situ vagina | Cardiac arrest | Cardiac dysrhythmia NOS | Cardiac dysrhythmias NEC | Cardiac murmurs NEC | Cardiac tamponade | Cardiogenic shock | Cardiomegaly | Cardiomyopath in oth dis | Cardiovas sys symp NEC | Carotid sinus syndrome | Carpal tunnel syndrome | Carrier NEC | Cataract NEC | Cataract NOS | Cataract extract status | Cataract w radiation | Catatonia-chr/exacerb | Catatonia-chronic | Catatonia-unspec | Cauda equina injury | Cauda equina synd NOS | Caught between objects | Causalgia lower limb | Celiac art compress syn | Celiac disease | Cellulitis NOS | Cellulitis of arm | Cellulitis of buttock | Cellulitis of face | Cellulitis of foot | Cellulitis of hand | Cellulitis of leg | Cellulitis of neck | Cellulitis of pharynx | Cellulitis of trunk | Cellulitis, finger NOS | Cellulitis, site NEC | Cellulitis, toe NOS | Cellulitis/abscess mouth | Cent retina artery occlu | Cent serous retinopathy | Central cord synd/c1-c4 | Central cord synd/c5-c7 | Central origin vertigo | Central pain syndrome | Central scotoma | Cereb degen in child NEC | Cereb degeneration NEC | Cereb degeneration NOS | Cerebel atax in oth dis | Cerebel contus w opn wnd | Cerebel contus-deep coma | Cerebel contus-prol coma | Cerebel lacer-brief coma | Cerebel/brain stm contus | Cerebell contus w/o coma | Cerebell contus-brf coma | Cerebell contus-coma NOS | Cerebellar ataxia NEC | Cerebral arteritis | Cerebral atherosclerosis | Cerebral cortx contusion | Cerebral cysts | Cerebral edema | Cerebral hem at birth | Cerebral lipidoses | Cerebral palsy NEC | Cerebral palsy NOS | Cerebrosp fluid otorrhea | Cerebrospinal rhinorrhea | Cerebrovasc dis-antepart | Cerebrovasc dis-postpart | Cerebrovasc disease NEC | Cerebrovasc disease NOS | Cerebrovascular anomaly | Cerebvas dis-deliv w p/p | Cerv disc dis w myelopat | Cerv spondyl w myelopath | Cervical disc degen | Cervical disc displacmnt | Cervical incompet-deliv | Cervical root injury | Cervical spinal stenosis | Cervical spondylosis | Cervical syndrome NEC | Cervicalgia | Cervicitis | Cervix/fem gen anom NEC | Cervix/fem gen anom NOS | Cesarean delivery aff NB | Ch DVT/embl dstl low ext | Ch DVT/embl low ext NOS | Ch DVT/embl prox low ext | Ch DVT/embl up ext | Ch embl internl jug vein | Ch embl thorac vein NEC | Ch emblsm axillary veins | Ch emblsm subclav veins | Ch emblsm suprfcl up ext | Ch emblsm veins NEC | Ch lym leuk wo achv rmsn | Ch mgr wo ar wo nt wo st | Ch myl leuk wo achv rmsn | Ch ob asthma w stat asth | Ch obst asth w (ac) exac | Chagas disease of heart | Chalazion | Changes in skin texture | Chemical dermatitis NEC | Chemotherapy follow-up | Chest pain NEC | Chest pain NOS | Chest swelling/mass/lump | Cheyne-stokes respiratn | Child abuse NOS | Child abuse by pers NEC | Chills (without fever) | Chlamydial infection NOS | Choanal atresia | Cholangitis | Cholecystitis NOS | Choledochlith NOS w obst | Choledochlith/ac gb-obst | Choledochlith/gb NEC-obs | Choledochlith/gb inf NEC | Choledocholith/ac gb inf | Choledocholithiasis NOS | Cholelith w ac cholecyst | Cholelith w cholecys NEC | Cholelith/ac gb inf-obst | Cholelith/gb inf NEC-obs | Cholelithias NOS w obstr | Cholelithiasis NOS | Choleperitonitis | Cholera carrier | Cholesteatoma extern ear | Cholesterin granuloma | Chondritis of pinna | Chondrocalc NOS-forearm | Chondrocalc NOS-oth site | Chondrocalcin NOS-ankle | Chondrocalcin NOS-l/leg | Chondrocalcin NOS-mult | Chondrocalcin NOS-pelvis | Chondrocalcin NOS-unspec | Chondrodystrophy | Chordae tendinae rupture | Chorea NEC | Chorioamnionitis aff NB | Chorioretinitis NOS | Chr T & A dis NEC | Chr T & A dis NOS | Chr airway obstruct NEC | Chr allrg conjunctiv NEC | Chr angle-clos glaucoma | Chr apical periodontitis | Chr blood loss anemia | Chr congest splenomegaly | Chr conjunctivitis NOS | Chr diastolic hrt fail | Chr duod ulc hem/perf-ob | Chr duoden ulc hem-obstr | Chr duoden ulc hem/perf | Chr duoden ulc perf-obst | Chr duoden ulcer w hem | Chr duoden ulcer w perf | Chr duodenal ulcer NOS | Chr ethmoidal sinusitis | Chr factitious illness | Chr frontal sinusitis | Chr gouty atroph w tophi | Chr gouty atrph wo tophi | Chr inflam polyneuritis | Chr interstit cystitis | Chr ischemic hrt dis NEC | Chr ischemic hrt dis NOS | Chr kidney dis stage III | Chr kidney dis stage IV | Chr lym leuk w rmsion | Chr lymp leuk in relapse | Chr lymphocyt thyroidit | Chr margin ulc w hem-obs | Chr marginal ulc w perf | Chr marginal ulcer w hem | Chr maxillary sinusitis | Chr membranoprolif nephr | Chr membranous nephritis | Chr mycot otitis externa | Chr myel leuk in relapse | Chr myl leuk w rmsion | Chr nephritis in oth dis | Chr osteomyelit NEC | Chr osteomyelit-ankle | Chr osteomyelit-forearm | Chr osteomyelit-l/leg | Chr osteomyelit-mult | Chr osteomyelit-pelvis | Chr osteomyelit-up/arm | Chr otitis externa NEC | Chr passiv congest liver | Chr peptic ulc w hem-obs | Chr peptic ulcer w hem | Chr proliferat nephritis | Chr pul manif d/t radiat | Chr pulmon heart dis NEC | Chr pulmon heart dis NOS | Chr pulmonary embolism | Chr pyeloneph w med necr | Chr pyelonephritis NOS | Chr rapid progr nephrit | Chr rheumatic pericard | Chr salpingo-oophoritis | Chr sphenoidal sinusitis | Chr stom ulc w hem-obstr | Chr stomach ulc NOS-obst | Chr stomach ulc hem/perf | Chr stomach ulc w hem | Chr stomach ulcer NOS | Chr stomach ulcer w perf | Chr syst/diastl hrt fail | Chr systolic hrt failure | Chr thyroiditis NEC/NOS | Chr tot occl art extrem | Chr tot occlus cor artry | Chr uterine inflammation | Chr vasc insuff intest | Chrnc hpt C w hepat Coma | Chrnc hpt C wo hpat coma | Chro kidney dis stage I | Chro kidney dis stage II | Chromosome anomaly NOS | Chron kidney dis stage V | Chron periodontitis,gen | Chron post-thoracot pain | Chronc gingititis,plaque | Chronc graft-vs-host dis | Chronc pain d/t trauma | Chronc periodontitis NOS | Chronic bronchitis NEC | Chronic bronchitis NOS | Chronic cholecystitis | Chronic cluster headache | Chronic cystitis NEC | Chronic endophthalmitis | Chronic fatigue syndrome | Chronic hepatitis NEC | Chronic hepatitis NOS | Chronic hypotension | Chronic kidney dis NOS | Chronic liver dis NEC | Chronic liver dis NOS | Chronic lymphadenitis | Chronic mastoiditis | Chronic meningitis | Chronic nephritis NEC | Chronic nephritis NOS | Chronic obst asthma NOS | Chronic pain NEC | Chronic pain syndrome | Chronic pancreatitis | Chronic parametritis | Chronic peptic ulcer NOS | Chronic pneumothorax | Chronic postop pain NEC | Chronic prostatitis | Chronic respiratory fail | Chronic rhinitis | Chronic sinusitis NEC | Chronic sinusitis NOS | Chronic skin ulcer NEC | Chronic skin ulcer NOS | Chronic tension headache | Chronic tonsillitis | Circadian rhym oth dis | Circulatory anomaly NEC | Circulatory disease NEC | Circulatory disease NOS | Circumscribe scleroderma | Cirrhosis of liver NOS | Civilian activity-income | Cl lumbar fx w cord inj | Cl sk base fx/br inj NEC | Cl sk w oth fx/cereb lac | Cl skl base fx-deep coma | Cl skl base fx-prol coma | Cl skl base fx/cereb lac | Cl skl base fx/menin hem | Cl skl fx NEC-proln coma | Cl skl fx NEC/mening hem | Cl skl vlt fx-concus NOS | Cl skl vlt fx-proln coma | Cl skl vlt fx/cerebr lac | Cl skl vlt fx/mening hem | Cl skl w oth fx w/o coma | Cl skl w oth fx-brf coma | Cl skl w oth fx-coma NOS | Cl skl w oth fx-mod coma | Cl skl/oth fx/mening hem | Cl skul base fx w/o coma | Cl skul base fx-brf coma | Cl skul base fx-coma NOS | Cl skul base fx-mod coma | Cl skul base fx/brf coma | Cl skul fx NEC-deep coma | Cl skul fx w oth bone fx | Cl skul vlt fx-deep coma | Cl skul w oth fx/hem NEC | Cl skul/oth fx-deep coma | Cl skull base fx-concuss | Cl skull base fx/hem NEC | Cl skull fx NEC w/o coma | Cl skull fx NEC-brf coma | Cl skull fx NEC-coma NOS | Cl skull vlt fx w/o coma | Cl skull vlt fx-brf coma | Cl skull vlt fx-coma NOS | Cl skull vlt fx-mod coma | Cl skull vlt fx/hem NEC | Clavicle fx at birth | Claw toe | Cleft lip NOS | Cleft palate & lip NEC | Cleft palate & lip NOS | Cleft palate NOS | Clonorchiasis | Clos skull base fracture | Close skull fracture NEC | Closed skull vault fx | Clostridium perfringens | Cluster headache syn NOS | Cmp int orth dev/gft NOS | Cns abscess NOS | Cns complic-del w p/p | Cns demyelination NEC | Cns demyelination NOS | Cns disorder NEC | Cns disorder NOS | Cns dysfunction syn NB | Cnsl victm partner abuse | Cntct/exp hazrd metl NEC | Cntrl sleep apnea ot dis | Coag def hemorr-antepart | Coag def hemorr-deliver | Coagulat defect NEC/NOS | Coagulation def-antepart | Coagulation def-deliv | Coagulation def-postpart | Coal workers' pneumocon | Coarctation of aorta | Cocaine abuse-continuous | Cocaine abuse-episodic | Cocaine abuse-in remiss | Cocaine abuse-unspec | Cocaine depend-contin | Cocaine depend-episodic | Cocaine depend-remiss | Cocaine depend-unspec | Coccidioidomycosis NOS | Cognition sign/sympt NEC | Colles' fracture-closed | Colles' fracture-open | Colon injury NEC-closed | Colon injury NOS-closed | Colon injury NOS-open | Color deficiency NEC | Colostomy status | Colosty/enter comp-mech | Colosty/enterost infectn | Colstmy/enteros comp NEC | Colstomy/enter comp NOS | Coma | Comb drug dep NEC-contin | Comb drug dep NEC-remiss | Comb drug dep NEC-unspec | Comb endocr dysfunct NEC | Common truncus | Common variabl immunodef | Communic dis contact NEC | Communicat hydrocephalus | Comp intest pouch NEC | Comp intestine transplnt | Comp organ transplnt NOS | Comp oth organ transplnt | Comp tp organ-stem cell | Comp-genitourin dev/grft | Comp-heart valve prosth | Comp-int prost devic NEC | Comp-internal joint pros | Comp-nerv sys dev/graft | Comp-oth cardiac device | Comp-oth int ortho devic | Comp-oth vasc dev/graft | Comp-periton dialys cath | Comp-ren dialys dev/grft | Comp-unsp device/graft | Compl del NEC aff NB | Compl heart transplant | Compl kidney transplant | Compl liver transplant | Compl lung transplant | Compl marrow transplant | Compl pancreas transplnt | Compl reattached finger | Compl transpos great ves | Complcation-insulin pump | Complete edentulism NOS | Complete les cord/c5-c7 | Complic med care NEC/NOS | Complication cns device | Compression of brain | Compression of vein | Concus-brief coma <31 mn | Concussion NOS | Concussion w coma NOS | Concussion w/o coma | Concussion-deep coma | Concussion-moderate coma | Cond hear loss comb type | Condctv hear loss, bilat | Condctv hear loss,unilat | Conditn influ health NEC | Conduc hear loss mid ear | Conduct disturbance NOS | Conduct hearing loss NOS | Conduction disorder NEC | Conduction disorder NOS | Condyloma acuminatum | Cong absence ext ear | Cong absence of vertebra | Cong anom of aorta NEC | Cong anom of aorta NOS | Cong aorta valv insuffic | Cong aorta valv stenosis | Cong bowing leg NOS | Cong breast anomaly NEC | Cong chorioretinal degen | Cong cntrl hypovent synd | Cong corneal opacit NEC | Cong cystic liver dis | Cong cytomegalovirus inf | Cong def clot factor NEC | Cong esoph fistula/atres | Cong face/neck anom NEC | Cong face/neck anom NOS | Cong factor IX disorder | Cong factor viii diord | Cong factor xi disorder | Cong foot deform NEC | Cong genu recurvatum | Cong heart anomaly NEC | Cong heart anomaly NOS | Cong hered musc dystrphy | Cong hip deformity NEC | Cong hip disloc w sublux | Cong hip disloc, unilat | Cong hip sublux, bilat | Cong hip sublux, unilat | Cong knee deformity | Cong knee dislocation | Cong mitral insufficienc | Cong obst ureteroves jnc | Cong postural deformity | Cong pulmon valv atresia | Cong pulmon valve stenos | Cong pyloric stenosis | Cong skin pigment anomal | Cong skull/face/jaw def | Cong subaortic stenosis | Cong tricusp atres/sten | Cong/herid thromb purpra | Congen CV dis-del w p/p | Congen abn uter-postpart | Congen bronchiectasis | Congen fusion of spine | Congen hip disloc, bilat | Congen obst urtroplv jnc | Congen urethral stenosis | Congenital anemia | Congenital anomaly NOS | Congenital cataract NOS | Congenital chordee | Congenital cystic lung | Congenital diplegia | Congenital eyelid deform | Congenital heart block | Congenital hemiplegia | Congenital hydrocele | Congenital hydrocephalus | Congenital hypothyroidsm | Congenital infec NEC | Congenital neutropenia | Congenital pes planus | Congenital pneumonia | Congenital ptosis | Congenital quadriplegia | Congenital renal cyst | Congenital torticollis | Congenital ureterocele | Congn anoml abd wall NEC | Conjunctiva disorder NEC | Conjunctiva disorder NOS | Conjunctiva vasc anomaly | Conjunctival cysts | Conjunctival edema | Conjunctival hemorrhage | Conjunctivitis NEC | Conjunctivitis NOS | Conn's syndrome | Consl partner prob | Constipation NEC | Constipation NOS | Constrictiv pericarditis | Cont/exp hazard chem NEC | Continuous leakage | Contracept pill surveill | Contracted palmar fascia | Contracture of tendon | Contusion NOS | Contusion abdominal wall | Contusion face/scalp/nck | Contusion genital organs | Contusion leg NOS | Contusion of ankle | Contusion of breast | Contusion of chest wall | Contusion of elbow | Contusion of eye NOS | Contusion of eyeball | Contusion of finger | Contusion of foot | Contusion of forearm | Contusion of hand(s) | Contusion of hip | Contusion of knee | Contusion of lower leg | Contusion of thigh | Contusion of toe | Contusion of upper arm | Contusion of wrist | Contusion orbital tissue | Contusion periocular | Contusion scapul region | Contusion shoulder & arm | Contusion shoulder reg | Contusion trunk NOS | Contusion upper limb NOS | Conversion disorder | Convulsions NEC | Convulsions in newborn | Cor ath artry bypas grft | Cor ath bypass graft NOS | Cor ath d/t calc cor lsn | Cor ath unsp vsl ntv/gft | Cor triatriatum | Cord entangle NEC-deliv | Cornea transplant status | Corneal degeneration NOS | Corneal disorder NEC | Corneal dsdr contct lens | Corneal grft malfunction | Corneal ulcer NOS | Corns and callosities | Coronary artery anomaly | Corpus luteum cyst | Correct transpos grt ves | Cortex contus-brief coma | Cortex contus-coma NOS | Cortex contus-concus NOS | Cortex contus-deep coma | Cortex contus-mod coma | Cortex contusion-no coma | Cortex lacerat w/o coma | Cortex lacerat-deep coma | Cortical blindness | Corticoadren overact NEC | Cough | Cough variant asthma | Counslng sbstn use abuse | Coxsackie virus mening | Cracked tooth | Cramp in limb | Cranial nerve dis NOS | Crbl art oc NOS wo infrc | Crbl art ocl NOS w infrc | Crbl emblsm w infrct | Crbl emblsm wo infrct | Crbl thrmbs w infrct | Crbl thrmbs wo infrct | Crit illness neuropathy | Critical illness myopthy | Crn ath atlg vn bps grft | Crn ath nonatlg blg grft | Crnry athrscl natve vssl | Crush inj ext genitalia | Crush inj face scalp | Crush inj neck | Crush inj scapul region | Crushing inj lower leg | Crushing inj trunk NEC | Crushing injury ankle | Crushing injury buttock | Crushing injury finger | Crushing injury foot | Crushing injury forearm | Crushing injury hip | Crushing injury knee | Crushing injury of hand | Crushing injury of wrist | Crushing injury thigh | Cryptococcal meningitis | Cryptococcosis | Cryptogenic organiz pneu | Cryptosporidiosis | Cryst arthrop NOS-l/leg | Crystal deposit vitreous | Cumltv trma-repetv impct | Cushing's syndrome | Cutaneous candidiasis | Cutaneous diphtheria | Cutaneous mycobacteria | Cutaneous-vesicos status | Cva | Cyanosis | Cyanotic attack, newborn | Cyclic neutropenia | Cyclothymic disorder | Cyst of bone NOS | Cyst of kidney, acquired | Cyst of thyroid | Cystic fibros w pul man | Cystic fibros w/o ileus | Cystic fibrosis NEC | Cystic fibrosis gene car | Cystic kidney diseas NEC | Cystic kidney diseas NOS | Cysticercosis | Cystitis NEC | Cystitis NOS | Cystitis cystica | Cystocele, lateral | Cystocele, midline | Cystoid macular degen | Cystostomy status NEC | Cystostomy status NOS | Cystourethral anom NEC | Cysts of jaws NEC | Cytomegaloviral disease | DMAC bacteremia | DMI circ nt st uncntrld | DMI circ uncntrld | DMI hprosmlr uncontrold | DMI hprsm nt st uncntrld | DMI keto nt st uncntrld | DMI ketoacd uncontrold | DMI neuro nt st uncntrld | DMI neuro uncntrld | DMI o cm nt st uncntrld | DMI ophth nt st uncntrld | DMI ophth uncntrld | DMI oth coma uncontrold | DMI oth nt st uncntrld | DMI oth uncntrld | DMI renal uncntrld | DMI renl nt st uncntrld | DMI unspf nt st uncntrld | DMI unspf uncntrld | DMI wo cmp nt st uncntrl | DMI wo cmp uncntrld | DMII circ nt st uncntrld | DMII circ uncntrld | DMII hprosmlr uncontrold | DMII hprsm nt st uncntrl | DMII keto nt st uncntrld | DMII ketoacd uncontrold | DMII neuro nt st uncntrl | DMII neuro uncntrld | DMII o cm nt st uncntrld | DMII ophth nt st uncntrl | DMII ophth uncntrld | DMII oth coma uncontrold | DMII oth nt st uncntrld | DMII oth uncntrld | DMII renal uncntrld | DMII renl nt st uncntrld | DMII unspf nt st uncntrl | DMII unspf uncntrld | DMII wo cmp nt st uncntr | DMII wo cmp uncntrld | Dacryoadenitis NOS | Dacryocystitis NOS | Damage to pelvic jt-del | Deaf, nonspeaking NEC | Debility NOS | Decrease fetal movmt del | Decreased WBC count NEC | Deep dermatophytosis | Deep phlebitis-leg NEC | Defibrination syndrome | Defic circul enzyme NEC | Deficiency anemia NOS | Deficiency of vitamin k | Degen basal ganglia NEC | Degeneration of eye NOS | Degenerative skin disord | Dehydration | Del w 1 deg lacerat-del | Del w 2 deg lacerat-del | Delay conjugat jaund NEC | Delay conjugat jaund NOS | Delay p/p hem-del w p/p | Delay p/part hem-postpar | Delirium d/t other cond | Delirium tremens | Deliver-single liveborn | Deliver-single stillborn | Deliver-twins, both live | Delusional disorder | Demen NOS w behav distrb | Demen NOS w/o behv dstrb | Dementia w Lewy bodies | Dementia w behavior dist | Dementia w/o behav dist | Dental caries - enamel | Dental caries NEC | Dental caries NOS | Dental caries-root surf | Dental disorder NEC | Dental disorder NOS | Dentofacial anomaly NEC | Depend-supplement oxygen | Depr psychos-part remiss | Depr psychos-sev w psych | Depress psychosis-mild | Depress psychosis-severe | Depress psychosis-unspec | Depressive disorder NEC | Depressive psychosis-mod | Dermat d/t food ingest | Dermat d/t int agent NEC | Dermatitis NEC | Dermatitis NOS | Dermatitis due to plant | Dermatitis factitia | Dermatitis herpetiformis | Dermatitis oth radiation | Dermatoglyphic anomalies | Dermatographic urticaria | Dermatomycoses NEC | Dermatomycosis NOS | Dermatomyositis | Dermatophyt scalp/beard | Dermatophytosis of body | Dermatophytosis of foot | Dermatophytosis of groin | Dermatophytosis of nail | Dermatophytosis site NEC | Dermatophytosis site NOS | Descending colon inj-cl | Descending colon inj-opn | Desensitiza to allergens | Detachmnt w defect NOS | Detergent dermatitis | Detrusr sphinc dyssnrgia | Devel coordination dis | Devel odontogenic cysts | Development delay NOS | Development delays NEC | Deviated nasal septum | Diabetes insipidus | Diabetes-antepartum | Diabetes-delivered | Diabetes-postpartum | Diabetic cataract | Diabetic macular edema | Diabetic retinopathy NOS | Dialysis encounter, NEC | Diaper or napkin rash | Diaphragm hernia w gangr | Diaphragm hernia w obstr | Diaphragm injury-closed | Diaphragm injury-open | Diaphragmatic hernia | Diarrhea | Diarrhea of infect orig | Diastasis of muscle | Diastolc hrt failure NOS | Dicalc phos crys-forearm | Dicalc phos cryst-l/leg | Dietary surveil/counsel | Dieulafoy les, intestine | Dieulafoy les,stom&duod | Diff connect tis dis NEC | Diff connect tis dis NOS | Difficulty in walking | Diffus cystic mastopathy | Digeorge's syndrome | Digest-genit fistul, fem | Digestive neoplasm NOS | Digestve syst symptm NEC | Diphtheria NEC | Diphtheria NOS | Diphtheria carrier | Diplegia of upper limbs | Diplopia | Dis bilirubin excretion | Dis calcium metablsm NEC | Dis calcium metablsm NOS | Dis carbohydr metab NEC | Dis copper metabolism | Dis magnesium metabolism | Dis mid ear/mastoid NEC | Dis mineral metabol NEC | Dis mineral metabol NOS | Dis mitochondrial metab | Dis of biliary tract NEC | Dis of biliary tract NOS | Dis of gallbladder NEC | Dis of gallbladder NOS | Dis phosphorus metabol | Dis plas protein met NEC | Dis plas protein met NOS | Dis porphyrin metabolism | Dis urea cycle metabol | Disaccharidase def/malab | Disc degeneration NOS | Disc dis NEC/NOS-cerv | Disc dis NEC/NOS-lumbar | Disc dis NEC/NOS-thorac | Disc dis NEC/NOS-unspec | Disc dis w myelopath NOS | Disc displacement NOS | Disease of larynx NEC | Disease of larynx NOS | Disease of pharynx NEC | Disease of pharynx NOS | Diseases of appendix NEC | Diseases of lips | Diseases of nail NEC | Diseases of thymus NEC | Disfigurements of head | Disl finger NOS-closed | Disl interphaln hand-cl | Disl metacarpophalan-opn | Disl metatarsophalang-cl | Disl tarsometatarsal-opn | Disloc 1st cerv vert-cl | Disloc 2nd cerv vert-cl | Disloc 3rd cerv vert-cl | Disloc 4th cerv vert-cl | Disloc 5th cerv vert-cl | Disloc 6th cerv vert-cl | Disloc 7th cerv vert-cl | Disloc acromioclavic-cl | Disloc acromioclavic-opn | Disloc cerv vert NOS-cl | Disloc dist radiouln-cl | Disloc dist radiouln-opn | Disloc metacarpal-closed | Disloc metacarpophaln-cl | Disloc mult cerv vert-cl | Disloc radiocarpal-clos | Disloc shoulder NEC-clos | Disloc shoulder NOS-clos | Disloc tarsal NOS-closed | Disloc thoracic vert-cl | Disloc wrist NEC-closed | Disloc wrist NOS-closed | Disloca midcarpal-closed | Dislocat elbow NEC-close | Dislocat elbow NOS-close | Dislocat foot NEC-closed | Dislocat hip NOS-closed | Dislocat knee NOS-closed | Dislocat knee NOS-open | Dislocat lumbar vert-cl | Dislocat midcarpal-open | Dislocat patella-closed | Dislocat sacrum-closed | Dislocat site NEC-closed | Dislocat site NEC-open | Dislocat sternum-closed | Dislocate prosthetic jt | Dislocation ankle-closed | Dislocation ankle-open | Dislocation jaw-closed | Dislocation patella-open | Disord iron metablsm NEC | Disorder of eyelid NOS | Disorder of meninges NEC | Disorder of penis NEC | Disorder of penis NOS | Disorder of thyroid NOS | Disorders breast NEC | Disorders of bladder NEC | Disorders of diaphragm | Disorders of ear NEC | Disorders of eyelid NEC | Disorders of sacrum | Disorders of thyroid NEC | Disorders of uterus NEC | Disrpt trauma wound repr | Disrup internal op wound | Disrup-external op wound | Disrupt c-sect-del w p/p | Disrupt c-sect-postpart | Dissect carotid artery | Dissect vertebral artery | Dissection artery NEC | Dissection cor artery | Dissection iliac artery | Dissection renal artery | Dissem intravasc coag NB | Disseminated candidiasis | Dissociated nystagmus | Dissociative amnesia | Dissociative react NOS | Dissociatve identity dis | Disturbances of vision | Diverticulum of bladder | Diving accident | Dizziness and giddiness | Do not resusctate status | Dog bite | Domestic wiring accident | Dorsal root injury | Double outlet rt ventric | Doubling of uterus | Down's syndrome | Drop, hematocrit, precip | Drowning/nonfatal submer | Drug abuse NEC-contin | Drug abuse NEC-episodic | Drug abuse NEC-in remiss | Drug abuse NEC-unspec | Drug allergy NEC | Drug depend NEC-contin | Drug depend NEC-unspec | Drug depend NOS-contin | Drug depend NOS-remiss | Drug depend NOS-unspec | Drug dependence-antepart | Drug dependence-deliver | Drug dermatitis NOS | Drug induce headache NEC | Drug induced neutropenia | Drug induced sleep disor | Drug mental disorder NEC | Drug mental disorder NOS | Drug persisting dementia | Drug psy dis w hallucin | Drug psych disor w delus | Drug withdrawal | Drug-induced delirium | Drug-induced mood disord | Dsct of abdominal aorta | Dsct of aorta unsp site | Dsct of thoracic aorta | Dsct of thoracoabd aorta | Dual sensory impairment | Duane's syndrome | Duodenal obstruction NEC | Duodenal ulcer NOS | Duodenal ulcer NOS-obstr | Duodenitis w hmrhg | Duodenitis w/o hmrhg | Duodenum injury-closed | Duodenum injury-open | Dural tear NEC | Dvrtcli colon w hmrhg | Dvrtcli colon w/o hmrhg | Dvrtcli sml int w/o hmrg | Dvrtclo colon w hmrhg | Dvrtclo colon w/o hmrhg | Dvrtclo sml int w hmrhg | Dvrtclo sml int w/o hmrg | Dwarfism NEC | Dysarthria | Dyschromia, unspecified | Dyskinesia of esophagus | Dysmenorrhea | Dysmetabolic syndrome x | Dysphagia NEC | Dysphagia NOS | Dysphagia, oral phase | Dysphagia, oropharyngeal | Dysphagia, pharyngeal | Dysphagia,pharyngoesoph | Dysphonia | Dysplasia of anus | Dysplasia of cervix NOS | Dysplasia of prostate | Dysthymic disorder | Dysuria | E coli septicemia | E.coli infection NEC/NOS | Ear anomalies NEC | Ear anomaly NOS | Ear piercing | Early complic trauma NEC | Early congen syph NOS | Early onset delivery-del | Early satiety | East equine encephalitis | Eating disorder NEC | Eating disorder NOS | Ebstein's anomaly | Echinococcosis NOS liver | Eclampsia-antepartum | Eclampsia-delivered | Eclampsia-postpartum | Economic problem | Ect preg NEC w/o int prg | Ectp preg NOS w int preg | Ectpc prg NEC w int preg | Ectropion NOS | Eczema herpeticum | Edema | Edema of eyelid | Edema of larynx | Edema of newborn NEC/NOS | Edema of penis | Edema pharynx/nasopharyx | Edema, male genital orgn | Edwards' syndrome | Effect external caus NEC | Effects electric current | Effects of hunger | Effects radiation NOS | Effusion NEC exc tb | Ehlers-danlos syndrome | Ehrlichiosis NEC | Ehrlichiosis NOS | Elb/forearm/wrst inj NOS | Elder primigravid-antepa | Elderly multigravd-antep | Elderly multigravida-del | Elderly primigravida-del | Electrolyt/fluid dis NEC | Elev C-reactive protein | Elev bl pres w/o hypertn | Elev transaminase/ldh | Elevated sediment rate | Elvtd prstate spcf antgn | Embl suprfcl ves low ext | Emotional state sym NEC | Emphysema NEC | Emphysema rsult frm proc | Emphysematous bleb | Empyema w/o fistula | Empyema with fistula | Enceph & encephlalo NEC | Enceph/myel folwg immune | Encephalitis NOS | Encephalocele | Encephalopathy NEC | Encephalopathy NOS | Encntr plnd po wnd clsr | Encountr palliative care | End stage renal disease | Endocard cushion def NEC | Endocard cushion def NOS | Endocard fibroelastosis | Endocarditis NOS | Endocarditis in oth dis | Endocrine anomaly NEC | Endocrine disorder NOS | Endocrine disorders NEC | Endocrine/nerv neo NOS | Endometrial hyperpla NOS | Endometriosis NEC | Endometriosis NOS | Endophthalmitis NEC | Endos dentl imp fail NEC | Enlargement lymph nodes | Enophthalmos d/t trauma | Enteritis of infect orig | Enterococcus group d | Enterostomy status NEC | Enthesopathy of hip | Enthesopathy of knee NEC | Enthesopathy of knee NOS | Enthesopathy, site NOS | Enuresis | Enzyme defic anemia NEC | Eosinophil gastrt wo hem | Eosinophilia | Eosinophilia myalgia snd | Eosinophilic esophagitis | Eosinophilic gastroent | Eosinophilic meningitis | Epicranial subapo hemorr | Epil par cont w intr epi | Epil par cont w/o int ep | Epilep NEC w/o intr epil | Epilep NOS w/o intr epil | Epilepsy NEC w intr epil | Epilepsy NOS w intr epil | Epilepsy-antepartum | Epilepsy-postpartum | Epimembranous nephritis | Epiphora NOS | Episodic mood disord NEC | Episodic mood disord NOS | Epispadias | Epistaxis | Erysipelas | Erythema multiforme NOS | Erythema multiforme maj | Erythema nodosum | Erythematous cond NEC | Erythematous cond NOS | Erythromelalgia | Esoph varice oth dis NOS | Esoph varices w/o bleed | Esophag varices w bleed | Esophageal anomaly NEC | Esophageal disorder NOS | Esophageal hemorrhage | Esophageal reflux | Esophageal stricture | Esophagitis, unspecified | Esophagus injury-closed | Esophagus injury-open | Esotropia NOS | Essen hyperten-antepart | Essen hyperten-delivered | Essen hyperten-postpart | Essntial thrombocythemia | Estrogen recep neg stat | Estrogen recep pstv stat | Euthyroid sick syndrome | Evans' syndrome | Ex ear anm NEC-impr hear | Exam ears & hearing NEC | Exam-clincal trial | Exceptionally large baby | Excess fetal grth-deliv | Excessive cold NEC | Excessive cold NOS | Excessive cold, man-made | Excessive cold: weather | Excessive heat, man-made | Excessive heat: weather | Excessive menstruation | Exercse ind bronchospasm | Exfl d/t eryth 10-19 bdy | Exfol d/t eryth <10% bdy | Exophoria | Exophthalmos NOS | Exostosis, site NOS | Exotropia NOS | Explosive personality | Explosives accident NEC | Expressive language dis | Expsure keratoconjunctiv | Expulsive choroid hemorr | Ext asthma w status asth | Ext asthma w(acute) exac | Ext hemorrhoid w/o compl | Ext hemrrhoid w comp NEC | Ext thrombos hemorrhoid | External ophthalmoplegia | Externl cause status NEC | Externl cause status NOS | Extradur hem-brief coma | Extradural hem w/o coma | Extradural hem-coma NOS | Extradural hem-deep coma | Extrapyramidal dis NEC | Extrapyramidal dis NOS | Extravasation of urine | Extravasn vesicant NEC | Extreme immat 1000-1249g | Extreme immat 1250-1499g | Extreme immat 1500-1749g | Extreme immat 2000-2499g | Extreme immatur 500-749g | Extreme immatur 750-999g | Extreme immatur <500g | Extreme immatur wtNOS | Extrinsic asthma NOS | Exudative macular degen | Eye anomaly NOS | Eye disorder NOS | Eye disorders NEC | Eye movemnt disorder NOS | Eye replacement NEC | FB bladder & urethra | FB entering oth orifice | FB granuloma of muscle | FB in conjunctival sac | FB in intestine & colon | FB left during procedure | FB post heart catheter | FB post-catheter removal | FB respiratory tree NOS | FB trach/bronch/lung NEC | Face & neck injury | Facial nerve dis NEC | Facial nerve dis NOS | Facial nerve inj-birth | Facial weakness | Factitious dis w symptom | Fail introd/remove tube | Failure in suture | Failure to thrive-adult | Failure to thrive-child | Falciparum malaria | Fall NEC | Fall NOS | Fall from bed | Fall from building | Fall from chair | Fall from cliff | Fall from commode | Fall from furniture NEC | Fall from ladder | Fall from playgrnd equip | Fall from roller skates | Fall from scaffolding | Fall from skateboard | Fall from skis | Fall from slipping NEC | Fall from snowboard | Fall from train-passengr | Fall from train-pedest | Fall from wheelchair | Fall in sports | Fall into other hole | Fall on escalator | Fall on sidewalk curb | Fall on stair/step NEC | Fall striking object NEC | Fall striking sharp obj | Fall-1 level to oth NEC | Fall-nonmotor scooter | Fam Mediterranean fever | Fam hx MEN syndrome | Fam hx digest disord NEC | Fam hx genet dis carrier | Fam hx sudden card death | Fam hx-bladder malig | Fam hx-blood disord NEC | Fam hx-cardiovas dis NEC | Fam hx-congen anomalies | Fam hx-diabetes mellitus | Fam hx-intrathoracic mal | Fam hx-ischem heart dis | Fam hx-kidney dis NEC | Fam hx-lymph neoplas NEC | Fam hx-neurolog dis NEC | Fam hx-psychiatric cond | Fam hx-urinry malig NEC | Family circumstances NEC | Family disruption NEC | Family dsrpt-death membr | Family dsrpt-estrangmemt | Family health probl NEC | Family hx colonic polyps | Family hx-anemia | Family hx-asthma | Family hx-breast malig | Family hx-condition NEC | Family hx-deafness | Family hx-gi malignancy | Family hx-kidney malig | Family hx-leukemia | Family hx-malignancy NEC | Family hx-malignancy NOS | Family hx-stroke | Fasciitis NOS | Fat embolism | Feb nonhemo transf react | Febrile convulsions NOS | Fecal impaction | Feeding problem | Felon | Felty's syndrome | Fem genital fistula NEC | Fem genital symptoms NEC | Fem genital symptoms NOS | Fem pelv inflam dis NOS | Fem pelvic periton adhes | Fem stress incontinence | Female gen inflam NOS | Female genital disor NEC | Female infertility NOS | Femoral nerve lesion NEC | Femoral vein phlebitis | Fet growth ret 2500+g | Fet growth ret 500-749g | Fet growth ret 750-999g | Fet growth retard <500g | Fet grwth ret 1000-1249g | Fet grwth ret 1250-1499g | Fet grwth ret 1500-1749g | Fet grwth ret 1750-1999g | Fet grwth ret 2000-2499g | Fetal abnorm NEC-antepar | Fetal distrs dur lab/del | Fetal/neonatal hepatitis | Fetal/neonatal jaund NOS | Fever NOS | Fever in other diseases | Fibromatoses NEC | Finger injury NOS | Fire accident NOS | Fire in bldg-accid NEC | Firearm accident NOS | Fistula of bile duct | Fistula of gallbladder | Fit orthopedic devices | Fit/adj perit dial cath | Fit/adj vascular cathetr | Fit/adjust device NEC | Fit/adjust insulin pump | Fitting urinary devices | Flail chest | Flat foot | Flatul/eructat/gas pain | Flccd hmiplg nondmnt sde | Flccd hmiplga domnt side | Flccd hmiplga unspf side | Flu dt iden avian w pneu | Flu w manifestation NEC | Flu w resp manifest NEC | Fluid overload NEC | Flushing | Fm hx endo/metab dis NEC | Fm hx genital malig NEC | Fm hx ovary malignancy | Fm hx prostate malig | Fm hx testis malig | Fm hx-infect/parasit dis | Fm hx-trach/bronchog mal | Fmily dsrpt- divorce/sep | Fnctnl urinary incontnce | Folate-deficiency anemia | Follicular cyst of ovary | Food poisn d/t v. vulnif | Food poisoning NOS | Food/vomit pneumonitis | Forearm deformity NEC | Forearm deformity NOS | Foreign bdy ext eye NEC | Foreign bdy ext eye NOS | Foreign bdy vulva/vagina | Foreign body GI NOS | Foreign body anus/rectum | Foreign body bronchus | Foreign body esophagus | Foreign body granul-skin | Foreign body in larynx | Foreign body in nose | Foreign body in pharynx | Foreign body in stomach | Foreign body in trachea | Foreign body penis | Foreign body trunk | Fourth nerve palsy | Fracture acetabulum-clos | Fracture acetabulum-open | Fracture calcaneus-close | Fracture calcaneus-open | Fracture five ribs-close | Fracture four ribs-close | Fracture ischium-closed | Fracture of ilium-closed | Fracture of ilium-open | Fracture of pubis-closed | Fracture of pubis-open | Fracture of sternum-clos | Fracture of sternum-open | Fracture one rib-closed | Fracture one rib-open | Fracture patella-closed | Fracture patella-open | Fracture radius NOS-open | Fracture rib NOS-closed | Fracture rib NOS-open | Fracture seven ribs-clos | Fracture six ribs-closed | Fracture three ribs-clos | Fracture two ribs-closed | Fracture ulna NOS-closed | Fracture ulna NOS-open | Fracture, cause NOS | Fragile x syndrome | Friedreich's ataxia | Frontal lobe deficit | Frontal lobe syndrome | Frontotemp dementia NEC | Frostbite NEC/NOS | Frostbite of foot | Frostbite of hand | Ft/adj xtrcorp dial cath | Ftng autmtc dfibrillator | Ftng cardiac pacemaker | Ftng oth cardiac device | Full incontinence-feces | Full-thicknes lac eyelid | Fum/vapor bronc/pneumon | Funct dis intestine NEC | Function dis neutrophils | Functional quadriplegia | Furnit w/o sub fall | Furniture acc w sub fall | Fx 1st metacarp base-cl | Fx 1st metacarp base-opn | Fx alveolar bord mand-cl | Fx anat neck humerus-opn | Fx anatom nck humerus-cl | Fx angle of jaw-closed | Fx angle of jaw-open | Fx ankle NOS-closed | Fx ankle NOS-open | Fx arms w rib/stern-open | Fx arms w rib/sternum-cl | Fx astragalus-closed | Fx astragalus-open | Fx base femoral nck-clos | Fx bimalleolar-closed | Fx bimalleolar-open | Fx c1 vertebra-closed | Fx c2 vertebra-closed | Fx c3 vertebra-closed | Fx c4 vertebra-closed | Fx c5 vertebra-closed | Fx c6 vertebra-closed | Fx c7 vertebra-closed | Fx capitate bone-closed | Fx carpal bone NEC-close | Fx carpal bone NEC-open | Fx carpal bone NOS-close | Fx cervical vert NOS-cl | Fx clavic, acrom end-opn | Fx clavicl, acrom end-cl | Fx clavicl, stern end-cl | Fx clavicle NOS-closed | Fx clavicle NOS-open | Fx clavicle shaft-closed | Fx clavicle shaft-open | Fx condyl proc mandib-cl | Fx coron proc mandib-cl | Fx coronoid proc ulna-cl | Fx cuboid-closed | Fx cuneiform, foot-clos | Fx cuneiform, foot-open | Fx dental mat w/o loss | Fx dist phalanx, hand-cl | Fx distal phal, hand-opn | Fx distal radius NEC-cl | Fx distal radius NEC-opn | Fx distal ulna-closed | Fx distal ulna-open | Fx dorsal vertebra-close | Fx dorsal vertebra-open | Fx eight/more rib-closed | Fx eight/more ribs-open | Fx facial bone NEC-close | Fx facial bone NEC-open | Fx femoral condyle-close | Fx femoral condyle-open | Fx femur NOS-closed | Fx femur NOS-open | Fx femur intrcap NEC-opn | Fx femur intrcaps NEC-cl | Fx femur shaft-closed | Fx femur shaft-open | Fx femur, midcervic-clos | Fx fibula NOS-closed | Fx fibula shaft-open | Fx foot bone NEC-closed | Fx foot bone NEC-open | Fx foot bone NOS-closed | Fx gr tuberos humerus-cl | Fx hamate bone-closed | Fx hamate bone-open | Fx humer, condyl NOS-cl | Fx humer, condyl NOS-opn | Fx humer, lat condyl-cl | Fx humer, lat condyl-opn | Fx humer, med condyl-cl | Fx humerus NOS-closed | Fx humerus NOS-open | Fx humerus shaft-closed | Fx humerus shaft-open | Fx larynx/trachea-closed | Fx larynx/trachea-open | Fx lateral malleolus-cl | Fx lateral malleolus-opn | Fx legs w arm/rib-closed | Fx legs w arm/rib-open | Fx low end femur NEC-cl | Fx low end femur NEC-opn | Fx low end femur NOS-cl | Fx low end femur NOS-opn | Fx low femur epiphy-clos | Fx low femur epiphy-open | Fx low radius w ulna-cl | Fx low radius w ulna-opn | Fx lower humer NEC-open | Fx lower humer NOS-open | Fx lower humerus NEC-cl | Fx lower humerus NOS-cl | Fx lumbar vertebra-close | Fx lumbar vertebra-open | Fx lunate, wrist-closed | Fx lunate, wrist-open | Fx malar/maxillary-close | Fx malar/maxillary-open | Fx mandible body NEC-cl | Fx mandible body NEC-opn | Fx medial malleolus-clos | Fx medial malleolus-open | Fx metacarp base NEC-cl | Fx metacarp base NEC-opn | Fx metacarpal NOS-closed | Fx metacarpal NOS-open | Fx metacarpal neck-close | Fx metacarpal neck-open | Fx metacarpal shaft-clos | Fx metacarpal shaft-open | Fx metatarsal-closed | Fx metatarsal-open | Fx mid/prx phal, hand-cl | Fx mid/prx phal, hand-op | Fx mult cervical vert-cl | Fx mult phalan, hand-cl | Fx mult phalan, hand-opn | Fx mult ribs NOS-closed | Fx navicular, foot-clos | Fx navicular, foot-open | Fx navicular, wrist-clos | Fx navicular, wrist-open | Fx neck of femur NOS-cl | Fx neck of femur NOS-opn | Fx olecran proc ulna-cl | Fx olecran proc ulna-opn | Fx orbital floor-closed | Fx orbital floor-open | Fx phalanx, foot-closed | Fx phalanx, foot-open | Fx phalanx, hand NOS-cl | Fx phalanx, hand NOS-opn | Fx pisiform-closed | Fx radius NOS-closed | Fx radius head-closed | Fx radius shaft-closed | Fx radius shaft-open | Fx radius w ulna NOS-cl | Fx radius w ulna NOS-opn | Fx ramus NOS-closed | Fx ramus NOS-open | Fx sacr-cl/cauda inj NEC | Fx sacrum-cl/crd inj NOS | Fx sacrum/coccyx-closed | Fx scap, glen cav/nck-cl | Fx scapul, acrom proc-cl | Fx scapul, corac proc-cl | Fx scapula NEC-closed | Fx scapula NOS-closed | Fx scapula NOS-open | Fx shaft fib w tib-clos | Fx shaft fibula-closed | Fx shaft rad w ulna-clos | Fx shaft rad w ulna-open | Fx shaft tibia w fib-opn | Fx shaft tibia-closed | Fx surg nck humerus-clos | Fx symphy mandib bdy-opn | Fx symphy mandib body-cl | Fx tibia NOS-closed | Fx tibia NOS-open | Fx tibia shaft-open | Fx tibia w fib NOS-open | Fx tibia w fibula NOS-cl | Fx trapezium bone-closed | Fx trapezoid bone-closed | Fx trimalleolar-closed | Fx trimalleolar-open | Fx triquetral, wrist-cl | Fx ulna shaft-closed | Fx ulna shaft-open | Fx up end humerus NOS-cl | Fx up femur epiphy-clos | Fx up radius NEC/NOS-cl | Fx up radius w ulna-clos | Fx up radius w ulna-open | Fx up tibia w fibula-cl | Fx up tibia w fibula-opn | Fx up ulna NEC/NOS-open | Fx upper end fibula-clos | Fx upper end tibia-close | Fx upper end tibia-open | Fx upper humerus NEC-cl | Fx upper humerus NEC-opn | Fx upper humerus NOS-opn | GI injury NEC-closed | GI injury NEC-open | GI mucositis (ulceratve) | GI pathogen carrier NEC | GI sites - kpsi's srcoma | Gal&bil cal w/ac&ch w ob | Gal&bil cal w/ac&chr w/o | Gal&bil cal w/oth w/o ob | Galactorrhea-nonobstet | Gall&bil cal w/ac w obs | Gall&bil cal w/ac w/o ob | Gall&bil cal w/o ch w ob | Gall&bil cal w/o cho w/o | Gall&bil cal w/oth w obs | Gallstone ileus | Gang ventral hernia NEC | Ganglion NOS | Ganglion of joint | Ganglion of tendon | Gangr incisional hernia | Gangr ventral hernia NOS | Gangrene | Gardening/landscaping | Gas cylinder explosion | Gas gangrene | Gastric diverticulum | Gastric/duodenal fistula | Gastroduodenal dis NEC | Gastroduodenal dis NOS | Gastrointest hemorr NOS | Gastrojejunal ulcer NOS | Gastroparesis | Gastrostomy comp - mech | Gastrostomy comp NEC | Gastrostomy comp NOS | Gastrostomy infection | Gastrostomy status | Gb cholesterolosis | Gen cnv epil w intr epil | Gen cnv epil w/o intr ep | Gen nonconv ep w intr ep | Gen noncv ep w/o intr ep | Gen osteoarthros-hand | Gend iden dis,adol/adult | General medical exam NEC | General osteoarthrosis | Generalizd hyperhidrosis | Generalized anxiety dis | Generalized pain | Genetc sus mal neo brest | Genetic anomaly leukocyt | Genetic carrier stat NEC | Genetic susc mal neo NEC | Genetic suscept dis NEC | Genetic torsion dystonia | Geniculate herpes zoster | Genital herpes NEC | Genital herpes NOS | Genital organ anom NEC | Genital organ anom NOS | Genital-skin fistul, fem | Geographic tongue | Gerstmn-Straus-Schnk syn | Giant cell arteritis | Giardiasis | Gingiv/periodont dis NOS | Glaucoma NEC | Glaucoma NOS | Glaucoma stage NOS | Glaucoma w ocular trauma | Glaucoma w systemic synd | Glaucoma w vascular dis | Glossitis | Glossodynia | Glossophar nerve dis NEC | Glucocorticoid deficient | Glutathione dis anemia | Glycogenosis | Glycosuria | Goiter NOS | Golf | Gonadal dysgenesis | Goodpasture's syndrome | Gout NOS | Gout w manifestation NEC | Gouty arthropathy NOS | Gouty tophi site NEC | Graft-versus-host NOS | Gram-neg septicemia NEC | Gram-neg septicemia NOS | Grand mal status | Great vein anomaly NEC | Great vein anomaly NOS | Gross hematuria | Group b streptoc carrier | Gstr mcsl hyprt w hmrg | Gstr mcsl hyprt w/o hmrg | Gstr/ddnts NOS w hmrhg | Gstr/ddnts NOS w/o hmrhg | Gstrontest vesl anomaly | Gu infection-antepartum | Gu infection-delivered | Gu infection-postpartum | H simplex complicat NEC | H simplex keratitis | H simplex meningitis | H zoster complicated NEC | H zoster nerv syst NEC | H zoster otitis externa | H. influenae septicemia | H. influenzae infect NOS | H.influenzae pneumonia | Hair diseases NEC | Hairy-cell leukem abdom | Hallucinations | Hallucinog abuse-contin | Hallucinog abuse-unspec | Hallux valgus | Hamartoses NEC | Hand injury NOS | Handgun accident | Hard tiss dis teeth NOS | Hb-S/Hb-C dis w crisis | Hb-SS disease w crisis | Hdgk dis unsp xtrndl org | Head & neck symptoms NEC | Head injury NOS | Headache | Headache syndrome NEC | Hearing loss NEC | Hearing loss NOS | Heart chamber lacer-opn | Heart chamber lacerat-cl | Heart compl in del-deliv | Heart contusion-closed | Heart disease NOS | Heart failure NOS | Heart injury NOS-closed | Heart injury NOS-open | Heart laceration-closed | Heart laceration-open | Heart transplant status | Heart valve replac NEC | Heart valve transplant | Heartburn | Heat stroke & sunstroke | Heavy-for-date infan NEC | Hebephrenia-chronic | Helicobacter pylori | Hemangioma NEC | Hemangioma NOS | Hemangioma intra-abdom | Hemangioma intracranial | Hemangioma skin | Hemarthrosis-ankle | Hemarthrosis-forearm | Hemarthrosis-jt NEC | Hemarthrosis-l/leg | Hemarthrosis-shlder | Hemarthrosis-up/arm | Hematemesis | Hematoma complic proc | Hematometra | Hematuria NOS | Hemivertebra | Hemochromatos-rbc trans | Hemochromatosis NEC | Hemododialysis hypotensn | Hemoglobinopathies NEC | Hemoglobinuria | Hemolytic hemoglobinuria | Hemolytic uremic synd | Hemopericardium | Hemoperitoneum | Hemophagocytic syndromes | Hemophilus meningitis | Hemophthalmos | Hemoptysis NEC | Hemoptysis NOS | Hemorr choroid detachmnt | Hemorrhage NOS | Hemorrhage complic proc | Hemorrhage from throat | Hemorrhagic cond NOS | Hemorrhoids NOS | Hemrrhoid NOS w comp NEC | Heparin-indu thrombocyto | Hepatic encephalopathy | Hepatic infarction | Hepatitis A w/o coma | Hepatitis A with coma | Hepatitis B carrier | Hepatitis C carrier | Hepatitis NOS | Hepatitis in viral dis | Hepatomegaly | Hepatopulmonary syndrome | Hepatorenal syndrome | Hered hemolytic anem NEC | Hered hemolytic anem NOS | Hered prog musc dystrphy | Hered sensory neuropathy | Hered spastic paraplegia | Heredit elliptocytosis | Heredit hemochromatosis | Heredit hemorr telangiec | Hereditary edema of legs | Hereditary optic atrophy | Hereditary spherocytosis | Hernia NEC | Hernia NOS | Hernia, site NEC w gangr | Hernia, site NEC w obstr | Hernia, site NOS w obstr | Herpes simplex NOS | Herpes simplex eye NOS | Herpes zoster NOS | Herpes zoster meningitis | Herpes zoster myelitis | Herpes zoster of eye NEC | Herpes zoster of eyelid | Herpetic encephalitis | Herpetic gingivostomat | Herpetic infect of penis | Herpetic septicemia | Herpetic ulcer of vulva | Heteronymous hemianopsia | Hi grde myelodys syn les | Hiccough | Hidden penis | Hidradenitis | High head at term-deliv | High vaginal lacer-deliv | Hip & thigh injury NOS | Hirschsprung's disease | Hirsutism | Histoplasm caps pneumon | Histoplasma duboisii NEC | Histoplasmosis NEC | Histoplasmosis NOS | History of tobacco use | Histrionic person NOS | Hit by train-pedestrian | Hit by train-person NEC | Hiv-2 infection oth dis | Hodg lymph-histio mult | Hodg nodul sclero mult | Hodg nodul sclero thorax | Hodgkins dis NOS head | Hodgkins dis NOS mult | Hodgkins dis NOS thorax | Homicidal ideation | Homonymous hemianopsia | Hordeolum externum | Hordeolum internum | Hormone replace postmeno | Hornet/wasp/bee sting | Horseback riding | Hot substance accid NEC | Hot substance accid NOS | Househld maintenance NEC | Hpt B acte coma wo dlta | Hpt B acte wo cm w dlta | Hpt B acte wo cm wo dlta | Hpt B chrn coma wo dlta | Hpt B chrn wo cm w dlta | Hpt B chrn wo cm wo dlta | Hpt C acute w hepat Coma | Hpt C acute wo hpat coma | Hpt C w hepatic coma NOS | Hpt C w/o hepat coma NOS | Hpt E wo hepat Coma | Hpt dlt wo b wo hpt coma | Hrt dis postcardiac surg | Htlv-1 infection oth dis | Human bite - accidental | Human bite - assault | Human herpesvir 6 enceph | Human herpesvirs inf NEC | Human herpesvirus 6 infc | Human herpesvr encph NEC | Human immuno virus dis | Human papillomavirus | Hungry bone syndrome | Hunting rifle accident | Huntington's chorea | Hx Methicln resist Staph | Hx TIA/stroke w/o resid | Hx antineoplastic chemo | Hx benign neoplasm brain | Hx diseases NEC | Hx injury NEC | Hx malig neoplasm NOS | Hx malig neuroendo tumor | Hx malig renal pelvis | Hx of GI malignancy NEC | Hx of GI malignancy NOS | Hx of affective disorder | Hx of alcoholism | Hx of anaphylaxis | Hx of bladder malignancy | Hx of bone malignancy | Hx of brain malignancy | Hx of breast malignancy | Hx of colonic malignancy | Hx of emotional abuse | Hx of eye malignancy | Hx of gastric malignancy | Hx of irradiation | Hx of kidney malignancy | Hx of leukemia NEC | Hx of leukemia NOS | Hx of liver malignancy | Hx of lymphoid leukemia | Hx of malignancy NEC | Hx of myeloid leukemia | Hx of ovarian malignancy | Hx of past noncompliance | Hx of physical abuse | Hx of schizophrenia | Hx of thyroid malignancy | Hx of tongue malignancy | Hx pathological fracture | Hx pulmonary embolism | Hx retained FB, rem | Hx stress fracture | Hx sudden cardiac arrest | Hx surgery to organs NEC | Hx systemc steroid thrpy | Hx traumatc brain injury | Hx traumatic fracture | Hx-allergy NEC | Hx-allergy insct/arachnd | Hx-analgesic allergy | Hx-anti-infect allergy | Hx-antibiot allergy NEC | Hx-blood diseases | Hx-bronchogenic malignan | Hx-cervical malignancy | Hx-circulatory dis NEC | Hx-circulatory dis NOS | Hx-cong malform-eye,face | Hx-cong malform-heart | Hx-congenital malfor NEC | Hx-cont/exps haz bdy fld | Hx-contact/exposure lead | Hx-contct/expos asbestos | Hx-drug allergy NEC | Hx-endocrine malign NEC | Hx-esophageal malignancy | Hx-female genit malg NEC | Hx-health hazards NEC | Hx-hodgkin's disease | Hx-intrathoracic mal NEC | Hx-laryngeal malignancy | Hx-latex allergy | Hx-lymphatic malign NEC | Hx-lymphosarcoma | Hx-major cardiovasc surg | Hx-male genit malig NEC | Hx-malig skin melanoma | Hx-malign nerve syst NEC | Hx-mental disorder NEC | Hx-milk prod allergy | Hx-narcotic allergy | Hx-nose/ear/sinus malig | Hx-oral/pharynx malg NEC | Hx-other food allergy | Hx-peanut allergy | Hx-penicillin allergy | Hx-prostatic malignancy | Hx-radiogrphc dye allrgy | Hx-rectal & anal malign | Hx-resp org malignan NOS | Hx-seafood allergy | Hx-skin malignancy NEC | Hx-sulfonamides allergy | Hx-testicular malignancy | Hx-thrombophlebitis | Hx-tracheal malignancy | Hx-urinary malignan NEC | Hx-urinary malignan NOS | Hx-uterus malignancy NEC | Hx-ven thrombosis/embols | Hy ht/kd NOS I-IV w/o hf | Hy ht/kd NOS st V w/o hf | Hy kid NOS w cr kid I-IV | Hydrocele NEC | Hydrocele NOS | Hydronephrosis | Hydrops fetalis no isoim | Hydrops of gallbladder | Hydroureter | Hyp hrt dis NOS w/o hf | Hyp ht dis NOS w ht fail | Hyp ht/kd NOS I-IV w hf | Hyp ht/kd NOS st V w hf | Hyp kid NOS w cr kid V | Hyperacusis | Hyperaldosteronism NOS | Hypercalcemia | Hyperem w metab-antepart | Hyperlipidemia NEC/NOS | Hypernasality | Hyperosmolality | Hyperostosis of skull | Hyperparathyroidism NEC | Hyperparathyroidism NOS | Hyperpigmentation lid | Hyperpotassemia | Hypersensit angiitis NEC | Hypersensit angiitis NOS | Hypersom w slp apnea NOS | Hypersomnia NOS | Hypersplenism | Hypertens NOS-antepartum | Hypertens NOS-del w p/p | Hypertens NOS-postpartum | Hypertens encephalopathy | Hypertension NOS | Hypertensive retinopathy | Hypertonicity of bladder | Hypertroph tongue papill | Hypertrophy adenoids | Hypertrophy of breast | Hypertrophy of kidney | Hypertrophy of uterus | Hypertrophy tonsils | Hypertrph nasal turbinat | Hyperventilation | Hyphema | Hypocalcem/hypomagnes NB | Hypocalcemia | Hypochondriasis | Hypogammaglobulinem NOS | Hypoglycemia NOS | Hypoglycemic coma | Hypoparathyroidism | Hypoplas left heart synd | Hypopotassemia | Hyposmolality | Hypospadias | Hypotension NEC | Hypotension NOS | Hypothermia | Hypothrm-wo low env tmp | Hypothyroidism NOS | Hypovolemia | Hypoxemia | Hyprtrophc obst cardiomy | Iatrogen CV infarc/hmrhg | Iatrogen hypothyroid NEC | Iatrogen pulm emb/infarc | Iatrogenc hypotnsion NEC | Iatrogenic pituitary dis | Iatrogenic pneumothorax | Iatrogenic thyroiditis | Ice Skating | Ice and snow | Ice hockey | Ichthyosis congenita | Idio periph neurpthy NEC | Idio periph neurpthy NOS | Idio perph auto neur NEC | Idio pulm hemosiderosis | Idiopath pulmon fibrosis | Idiopath sleep hypovent | Idiopathic myocarditis | Idiopathic osteoporosis | Idiopathic scoliosis | Ileostomy status | Iliac artery aneurysm | Iliac artery embolism | Iliac thrombophlebitis | Ill-define condition NEC | Ill-defined eye dis NEC | Ill-defined hrt dis NEC | Immune mechanism dis NEC | Immune mechanism dis NOS | Immune thrombocyt purpra | Immunity deficiency NOS | Immunotherapy encounter | Impacted cerumen | Impaction intestine NEC | Impaction intestine NOS | Impair ren funct dis NEC | Impaired fasting glucose | Impaired oral glucse tol | Impetigo | Impotence, organic orign | Impulse control dis NEC | Impulse control dis NOS | Impulsiveness | Inadequate housing | Incisional hernia | Inclusion body myositis | Incmplet bldder emptying | Incompetnt cervix aff NB | Incomptnce rectovag tiss | Incontnce wo sensr aware | Individ sports,athletics | Inf ac dis encephalomyel | Inf arthrit NOS-oth site | Inf arthrit NOS-pelvis | Inf arthritis NEC-unspec | Inf arthritis NOS-shlder | Inf mcr rst ot drg nt ml | Inf mcr rst qn flr nt ml | Inf mcrg rstn b-lactam | Inf mcrg rstn oth ag mlt | Inf mcrg rstn oth drg ml | Inf mcrg rstn pncllins | Infant diabet mother syn | Infantile hemiplegia | Infc mcrg drgrst mult | Infc mcrg drgrst nt mult | Infec otitis externa NOS | Infect NOS-antepartum | Infect dis NEC-antepart | Infect dis NEC-del w p/p | Infect dis NEC-delivered | Infect dis NEC-postpart | Infect fol infus/inj/vac | Infect/parasite dis NOS | Infected hydrocele | Infected postop seroma | Infection amputat stump | Infection of kidney NOS | Infectious diarrhea NOS | Infectious enteritis NOS | Infectious mononucleosis | Infective myositis | Infer disloc humerus-cl | Infestation NEC | Inflam dis, penis NEC | Inflam disease of breast | Inflam spondylopathy NOS | Inflam/tox neuropthy NEC | Inflamm polyarthrop NEC | Inflamm polyarthrop NOS | Inflammation eyelid NOS | Inflammation of jaw | Inflm cerv,vag,vulva NEC | Influenza with pneumonia | Infundib pulmon stenosis | Ingrowing nail | Iniencephaly | Inj NEC caused by animal | Inj abdominal vessel NEC | Inj abdominal vessel NOS | Inj anter tibial artery | Inj brnch sup mesent art | Inj celiac/mesen art NOS | Inj cerv sympath nerve | Inj common carotid arter | Inj common femoral arter | Inj cutan senso nerv/arm | Inj deep plantar vessel | Inj extern jugular vein | Inj external carotid art | Inj external genital NEC | Inj head/neck vessel NEC | Inj head/neck vessel NOS | Inj hypogastric artery | Inj infer vena cava NOS | Inj innomin/subclav art | Inj innomin/subclav vein | Inj int mammary art/vein | Inj intercostal art/vein | Inj internal carotid art | Inj internl jugular vein | Inj mesenteric vess NEC | Inj mlt head/neck vessel | Inj mult abd/pelv vessel | Inj mult nerve shldr/arm | Inj nerve pelv/leg NOS | Inj nerve root/plex NOS | Inj nerve shldr/arm NEC | Inj nerve shldr/arm NOS | Inj optic nerv/path NOS | Inj pelv org NEC-postpar | Inj post tibial artery | Inj posterior tib nerve | Inj pulmonary vessel NOS | Inj super mesenteric art | Inj superf nerv head/nck | Inj superfic femoral art | Inj superior vena cava | Inj thoracic vessel NOS | Injuries to scalp NEC | Injury abdominal aorta | Injury abducens nerve | Injury arm vessel NOS | Injury arm vessels NEC | Injury axillary artery | Injury brachial vessels | Injury cranial nerve NEC | Injury digital nerve | Injury femoral nerve | Injury femoral vein | Injury finger vessels | Injury gastric artery | Injury hepatic artery | Injury hypoglossal nerve | Injury iliac artery | Injury iliac vein | Injury leg vessel NOS | Injury leg vessels NEC | Injury median nerve | Injury mlt site/site NEC | Injury oculomotor nerve | Injury of abdomen NEC | Injury of chest wall NEC | Injury palmar artery | Injury peroneal nerve | Injury popliteal artery | Injury popliteal vein | Injury portal vein | Injury pulmonary artery | Injury pulmonary vein | Injury radial nerve | Injury radial vessels | Injury renal artery | Injury renal vein | Injury saphenous vein | Injury splenic artery | Injury splenic vein | Injury thoracic aorta | Injury tibial vessel NOS | Injury to acoustic nerve | Injury to facial nerve | Injury to mult nerves | Injury to nerve NEC | Injury to nerve NOS | Injury ulnar nerve | Injury ulnar vessels | Injury-NEC | Injury-NOS | Injury-burn, fire | Injury-cut instrument | Injury-extreme cold | Injury-firearm NEC | Injury-firearm/expl NOS | Injury-handgun | Injury-hanging | Injury-jump NEC | Injury-jump fm natur sit | Injury-jump fm residence | Injury-jump fm struc NEC | Injury-motor veh crash | Injury-moving object | Injury-site NOS | Injury-strang/suff NEC | Injury-submersion | Insect bite head | Insect bite hip & leg | Insect bite hip/leg-inf | Insect bite shld/arm-inf | Insect bite trunk | Insomn w sleep apnea NOS | Insomnia NOS | Instantaneous death | Instrmnt fail in surgery | Instrmnt fail-catheteriz | Instrmnt fail-perfus NEC | Instrmnt fail-proced NEC | Insulin pump status | Int hemorrhoid w/o compl | Int hemrrhoid w comp NEC | Int inf clstrdium dfcile | Int inf e coli entrhmrg | Int inf norwalk virus | Int inf oth grm neg bctr | Int infec campylobacter | Int thrombos hemorrhoid | Intellect disability NOS | Intermed coronary synd | Intermit heterotrop NOS | Intermitt explosive dis | Internal inj NOS-closed | Internal injury NOS-open | Internucl ophthalmopleg | Interrupt of aortic arch | Interstitial emphysema | Intertrochanteric fx-cl | Intes infec adenovirus | Intes infec rotavirus | Intest malabsorption NEC | Intest malabsorption NOS | Intest postop nonabsorb | Intestin TB NEC-histo dx | Intestinal abscess | Intestinal adhes w obstr | Intestinal anomaly NEC | Intestinal bypass status | Intestinal disorder NOS | Intestinal disorders NEC | Intestinal endometriosis | Intestinal fistula | Intestinal fixation anom | Intestinal obstruct NEC | Intestinal obstruct NOS | Intestinovesical fistula | Intra-abdom inj NEC-clos | Intra-abdom inj NEC-open | Intra-abdom inj NOS-clos | Intra-abdom inj NOS-open | Intracerebral hemorrhage | Intracranial abscess | Intracranial hemorr NOS | Intramural leiomyoma | Intraspinal abscess | Intrathorac inj NEC-open | Intrathorac inj NOS-open | Intrathoracic inj NEC-cl | Intrauter death-deliver | Intussusception | Invers uterus-postpart | Iodine hypothyroidism | Iridocyclitis NOS | Iris/ciliary dis NOS | Iron defic anemia NEC | Iron defic anemia NOS | Irradiation cystitis | Irreg sleep-wake rhy NOS | Irregular menstruation | Irritable bowel syndrome | Ischemic optic neuropthy | Isolated/spec phobia NEC | Jaundice NOS | Jaw disease NEC | Jaw disease NOS | Jaw pain | Joint dis NEC-l/leg | Joint dis NEC-pelvis | Joint dis NOS-l/leg | Joint dis NOS-unspec jt | Joint effusion-ankle | Joint effusion-forearm | Joint effusion-hand | Joint effusion-l/leg | Joint effusion-mult jts | Joint effusion-pelvis | Joint effusion-shlder | Joint effusion-up/arm | Joint pain-ankle | Joint pain-forearm | Joint pain-hand | Joint pain-l/leg | Joint pain-mult jts | Joint pain-pelvis | Joint pain-shlder | Joint pain-unspec | Joint pain-up/arm | Joint replaced hip | Joint replaced knee | Joint replaced shoulder | Joint replaced wrist | Joint symptom NEC-l/leg | Joint symptom NEC-pelvis | Jt contracture-ankle | Jt contracture-forearm | Jt contracture-hand | Jt contracture-jt NEC | Jt contracture-l/leg | Jt contracture-mult jts | Jt contracture-pelvis | Jt contracture-unspec | Jt contracture-up/arm | Jt derangement NEC-ankle | Jt derangement NEC-hand | Jt derangement NOS-ankle | Jt derangment NEC-oth jt | Jt derangment NOS-pelvis | Jt derangment NOS-shlder | Jt stiffness NEC-hand | Jt stiffness NEC-oth jt | Jt stiffness NEC-unspec | Juv osteochondros pelvis | Juv osteochondros spine | Juv osteochondrosis arm | Juv osteochondrosis foot | Juv osteochondrosis leg | Juv rheum arthritis NOS | K. pneumoniae pneumonia | Kaposi's sarcoma NOS | Keloid scar | Keratitis NEC | Keratitis NOS | Keratoderma, acquired | Kidney anomaly NEC | Kidney disruption-closed | Kidney disruption-open | Kidney hematoma-closed | Kidney hematoma-open | Kidney injury NOS-closed | Kidney injury NOS-open | Kidney laceration-closed | Kidney laceration-open | Kidney transplant status | Klebsiella pneumoniae | Klinefelter's syndrome | Klippel-feil syndrome | Knife/sword/dagger acc | Kugelberg-welander dis | Kwashiorkor | Kyphosis NEC | Kyphosis NOS | Kyphosis in oth dis | Labyrinthitis NOS | Lac eyelid inv lacrm pas | Lac eyelid skn/perioculr | Lacer of cervix-postpart | Lacerat of cervix-deliv | Lack norm physio dev NOS | Lack of adequate sleep | Lack of coordination | Lack of housing | Lacrimal syst dis NOS | Lagophthalmos NOS | Lap surg convert to open | Large cell lymph multip | Large cell lymph xtrndl | Large cell lymphoma head | Laryngeal cellulitis | Laryngeal spasm | Laryngeal web | Laryngotrach anomaly NEC | Lat popliteal nerve les | Late ef CV dis dysphagia | Late ef CV dis-cognf def | Late ef-hemiplga non-dom | Late ef-hemplga dom side | Late ef-hemplga side NOS | Late ef-mplga up lmb NOS | Late ef-mplga up lmb dom | Late ef-spch/lang df NEC | Late ef-spch/lng def NOS | Late eff CV dis-aphasia | Late eff CV dis-apraxia | Late eff CV dis-dysphsia | Late eff CV-dysarthria | Late eff CV-fluency dis | Late eff acc poisoning | Late eff accident NEC | Late eff accident NOS | Late eff accidental fall | Late eff bone & joint TB | Late eff burn extrem NEC | Late eff cert ext cause | Late eff cns abscess | Late eff complic trauma | Late eff drug poisoning | Late eff environment acc | Late eff exter cause NEC | Late eff femoral neck fx | Late eff fire acc | Late eff head/neck burn | Late eff infect dis NEC | Late eff inj periph vess | Late eff inj-undet circ | Late eff int inj abdomen | Late eff int injur chest | Late eff int injury NEC | Late eff motor vehic acc | Late eff of self-injury | Late eff open wnd extrem | Late eff spinal cord inj | Late eff spine/trunk fx | Late eff surg/med compl | Late eff transport acc | Late eff traumat amputat | Late eff viral encephal | Late eff-legal intervent | Late effct cmplcatn preg | Late effec skull/face fx | Late effect CV dis NEC | Late effect CV dis NOS | Late effect acute polio | Late effect arm fx | Late effect assault | Late effect dislocation | Late effect fracture NEC | Late effect injury NOS | Late effect leg fx | Late effect of burns NEC | Late effect of contusion | Late effect of crushing | Late effect of radiation | Late effect tb, resp/NOS | Late effect, terrorism | Late metab acidosis NB | Late syphilis NOS | Late syphilis latent | Latent nystagmus | Latent syphilis NOS | Lateral epicondylitis | Laxity of ligament | Lcl inf dt cen ven cth | Left bb block NEC | Left bb hemiblock | Left heart failure | Leg ab w compl NEC-comp | Leg ab w pelv damag-comp | Leg abor w pelv inf-comp | Leg varicosity w inflam | Leg varicosity w ulcer | Legal abor w hemorr-comp | Legal abort uncompl-comp | Legal abort uncompl-unsp | Legal abort w hemorr-inc | Legal abort w shock-comp | Legal blindness-usa def | Legal circumstances | Legal intervent-firearm | Legal intervention NEC | Legal intervention NOS | Legionnaires' disease | Leishmaniasis NOS | Lens prosthesis malfunc | Lens replacement NEC | Leprosy NOS | Letterer-siwe dis thorax | Leuk NOS w/o achv rmsn | Leukemia NOS w remission | Leukemoid reaction | Leukocytopenia NOS | Leukocytosis NOS | Leukodystrophy | Leukoplakia oral mucosa | Lftsded ulcertve colitis | Lichen NOS | Lichen planus | Lichenification | Lifting machine accident | Light-for-dates <500g | Lipidoses | Lipodystrophy | Lipoid metabol dis NEC | Lipoid metabol dis NOS | Lipoma NEC | Lipoma NOS | Lipoma intra-abdominal | Lipoma intrathoracic | Lipoma skin NEC | Lipoma skin face | Lipoma spermatic cord | Lipoprotein deficiencies | Listeriosis | Liver disorder NOS | Liver disorders NEC | Liver donor | Liver hematom/contus-opn | Liver hematoma/contusion | Liver injury NEC-closed | Liver injury NEC-open | Liver injury NOS-closed | Liver lacerat unspcf cls | Liver lacerat unspcf opn | Liver lacerat, major-opn | Liver lacerat, minor-opn | Liver lacerat, mod-open | Liver laceration, major | Liver laceration, minor | Liver laceration, mod | Liver transplant status | Liver/bil trct disr-ante | Liver/bil trct disr-del | Lk rtctl unsp xtrndl org | Lng use antiplte/thrmbtc | Loc osteoart NOS-forearm | Loc osteoarth NOS-ankle | Loc osteoarth NOS-hand | Loc osteoarth NOS-l/leg | Loc osteoarth NOS-pelvis | Loc osteoarth NOS-shlder | Loc osteoarth NOS-unspec | Loc prim osteoart-l/leg | Loc prim osteoart-pelvis | Local skin infection NEC | Local skin infection NOS | Local suprficial swellng | Localized adiposity | Locked-in state | Long QT syndrome | Long-term anti-inflamtry | Long-term use antibiotic | Long-term use anticoagul | Long-term use meds NEC | Long-term use of aspirin | Long-term use of insulin | Long-term use steroids | Longitud defic arm NEC | Longitud defic phalanges | Longitud defic radius | Longitudin defic fibula | Loose body in knee | Loose body-pelvis | Lordosis NEC | Loss control mv acc-driv | Loss control mv acc-psgr | Loss control mv-mcyc psg | Loss control mv-mocycl | Loss control mv-pers NOS | Loss of teeth d/t trauma | Loss teeth d/t peri dis | Low blood press reading | Low grde myelody syn les | Low tension glaucoma | Low vision, one eye | Lower extremity aneurysm | Lower extremity embolism | Lower leg injury NOS | Lower limb anomaly NEC | Lower limb anomaly NOS | Lower urin calcul NOS | Lt ef oth paral side NOS | Lt ef oth parals non-dom | Lt ef oth parals-bilat | Lt eff intracranial inj | Lt eff nerv inj pelv/leg | Lt eff nerv inj shld/arm | Lt eff opn wnd head/trnk | Lt-date w/mal 1500-1749g | Lt-date w/mal 2000-2499g | Lt-for-dates 1000-1249g | Lt-for-dates 1250-1499g | Lt-for-dates 1500-1749g | Lt-for-dates 1750-1999g | Lt-for-dates 2000-2499g | Lt-for-dates 2500+g | Lt-for-dates 500-749g | Lt-for-dates 750-999g | Lte ef-mplga low lmb NOS | Lte efct advrs efct drug | Lumb disc dis w myelopat | Lumb/lumbosac disc degen | Lumbago | Lumbar disc displacement | Lumbar puncture reaction | Lumbosacr spondylolysis | Lumbosacral neuritis NOS | Lumbosacral plex injury | Lumbosacral spondylosis | Lump or mass in breast | Lung - kaposi's sarcoma | Lung anomaly NEC | Lung anomaly NOS | Lung contusion-closed | Lung contusion-open | Lung injury NOS-closed | Lung injury NOS-open | Lung involv in oth dis | Lung laceration-closed | Lung laceration-open | Lung transplant status | Lupus erythematosus | Lym nds - kpsi's sarcoma | Lyme disease | Lymph/hematpoitc tis NEC | Lymphadenitis NOS | Lymphangioleiomyomatosis | Lymphangioma, any site | Lymphangitis | Lymphocytic choriomening | Lymphocytopenia | Lymphocytosis-symptomatc | Lymphomas NEC abdom | Lymphomas NEC head | Lymphomas NEC inguin | Lymphomas NEC mult | Lymphomas NEC spleen | Lymphomas NEC thorax | Lymphosarcoma head | Lymphosarcoma mult | Lymphsrc unsp xtrndl org | MRSA elsewhere/NOS | MRSA septicemia | Machine accid-agricult | Machine dependence NEC | Machine dependence NOS | Machinery accident NEC | Macrodactylia (fingers) | Macroglobulinemia | Macrostomia | Macular degeneration NOS | Maj puer inf NOS-del p/p | Major osseous defects | Major puerp inf NOS-p/p | Mal carcinoid bronc/lung | Mal carcnoid foregut NOS | Mal crcnd prim site unkn | Mal hy ht/kd I-IV w/o hf | Mal hy kid w cr kid I-IV | Mal hyp ht dis w/o hf | Mal hyp ht/kd I-IV w hf | Mal hyp ht/kd stg V w hf | Mal hyp kid w cr kid V | Mal hypert hrt dis w hf | Mal melanom face NEC/NOS | Mal melanoma scalp/neck | Mal neo GI tract ill-def | Mal neo access sinus NEC | Mal neo access sinus NOS | Mal neo adnexa NEC | Mal neo ampulla of vater | Mal neo ant 2/3 tongue | Mal neo ant epiglottis | Mal neo ant floor mouth | Mal neo ant mediastinum | Mal neo bladder neck | Mal neo bladder-anterior | Mal neo bladder-dome | Mal neo bladder-lateral | Mal neo bladder-post | Mal neo bladder-trigone | Mal neo brain stem | Mal neo breast low-inner | Mal neo breast low-outer | Mal neo breast up-outer | Mal neo bronch/lung NEC | Mal neo bronch/lung NOS | Mal neo carotid body | Mal neo cartilage larynx | Mal neo cereb ventricle | Mal neo cerebellum NOS | Mal neo cerebral mening | Mal neo cervical esophag | Mal neo cervix uteri NOS | Mal neo cheek mucosa | Mal neo cranial nerves | Mal neo descend colon | Mal neo esophagus NEC | Mal neo esophagus NOS | Mal neo ethmoidal sinus | Mal neo extrahepat ducts | Mal neo fallopian tube | Mal neo female genit NEC | Mal neo gi/intra-abd NEC | Mal neo head/face/neck | Mal neo hepatic flexure | Mal neo hypopharynx NEC | Mal neo hypopharynx NOS | Mal neo intrahepat ducts | Mal neo islet langerhans | Mal neo lip/vermil NOS | Mal neo liver, primary | Mal neo long bones leg | Mal neo lower 3rd esoph | Mal neo lower lobe lung | Mal neo lower vermilion | Mal neo lymph intra-abd | Mal neo lymph node NOS | Mal neo lymph node-mult | Mal neo lymph-axilla/arm | Mal neo lymph-head/neck | Mal neo lymph-inguin/leg | Mal neo lymph-intrapelv | Mal neo lymph-intrathor | Mal neo male breast NEC | Mal neo maxillary sinus | Mal neo mediastinum NEC | Mal neo mediastinum NOS | Mal neo middle 3rd esoph | Mal neo middle lobe lung | Mal neo mouth floor NEC | Mal neo mouth floor NOS | Mal neo nasopharynx NEC | Mal neo nasopharynx NOS | Mal neo occipital lobe | Mal neo oral/pharynx NEC | Mal neo oropharynx NEC | Mal neo pancreas body | Mal neo pancreas head | Mal neo pancreas tail | Mal neo pancreatic duct | Mal neo parietal lobe | Mal neo parietal pleura | Mal neo peritoneum NEC | Mal neo peritoneum NOS | Mal neo pharynx NOS | Mal neo post mediastinum | Mal neo post nasopharynx | Mal neo post oropharynx | Mal neo pyloric antrum | Mal neo pyriform sinus | Mal neo rectosigmoid jct | Mal neo rectum/anus NEC | Mal neo retroperitoneum | Mal neo ribs/stern/clav | Mal neo salivary NOS | Mal neo sigmoid colon | Mal neo skull/face bone | Mal neo small bowel NEC | Mal neo small bowel NOS | Mal neo soft tis abdomen | Mal neo soft tis pelvis | Mal neo soft tis thorax | Mal neo soft tissue NEC | Mal neo soft tissue arm | Mal neo soft tissue head | Mal neo soft tissue leg | Mal neo spinal cord | Mal neo splenic flexure | Mal neo stom great curv | Mal neo stom lesser curv | Mal neo stomach body | Mal neo stomach cardia | Mal neo stomach fundus | Mal neo temporal lobe | Mal neo thoracic esophag | Mal neo tongue base | Mal neo tonsillar fossa | Mal neo transverse colon | Mal neo upper 3rd esoph | Mal neo upper lobe lung | Mal neo upper vermilion | Mal neo urinary NEC | Mal neopl trunk NOS | Mal renovasc hypertens | Malaise and fatigue NEC | Malaria NEC | Malaria NOS | Malaria complicated NEC | Malayan filariasis | Male gen inflam dis NEC | Male gen vascul dis NEC | Male genital dis NEC | Male genital dis NOS | Malfun neuro device/graf | Malfunc card dev/grf NEC | Malfunc cardiac pacemake | Malfunc coron bypass grf | Malfunc gu dev/graft NEC | Malfunc oth device/graft | Malfunc prosth hrt valve | Malfunc urethral cath | Malfunc vasc device/graf | Malig carcinoid ileum | Malig carcinoid oth site | Malig carcinoid rectum | Malig melanoma arm | Malig melanoma leg | Malig melanoma lip | Malig melanoma skin NEC | Malig melanoma skin NOS | Malig melanoma trunk | Malig neo abdomen | Malig neo ascend colon | Malig neo biliary NEC | Malig neo biliary NOS | Malig neo bladder NEC | Malig neo bladder NOS | Malig neo brain NEC | Malig neo brain NOS | Malig neo cervix NEC | Malig neo corpus uteri | Malig neo disseminated | Malig neo endocervix | Malig neo frontal lobe | Malig neo gallbladder | Malig neo gum NOS | Malig neo hard palate | Malig neo lower gum | Malig neo main bronchus | Malig neo oropharynx NOS | Malig neo pancreas NEC | Malig neo pancreas NOS | Malig neo parathyroid | Malig neo parotid | Malig neo penis NOS | Malig neo pituitary | Malig neo renal pelvis | Malig neo site NEC | Malig neo soft palate | Malig neo subglottis | Malig neo supraglottis | Malig neo testis NEC | Malig neo tongue NEC | Malig neo tongue NOS | Malig neo upper gum | Malig neo vertebrae | Malig neopl anal canal | Malig neopl kidney | Malig neopl pleura NEC | Malig neopl pleura NOS | Malig neopl stomach NEC | Malig neopl stomach NOS | Malig neopl uterus NOS | Malig neoplasm mouth NEC | Malig neuroendo ca NOS | Malign neopl adrenal | Malign neopl breast NEC | Malign neopl breast NOS | Malign neopl cerebrum | Malign neopl choroid | Malign neopl ovary | Malign neopl pelvis | Malign neopl prostate | Malign neopl retina | Malign neopl thorax | Malign neopl thyroid | Malign neopl ureter | Malign neopl urethra | Malign neopl vagina | Malign neopl vallecula | Malign neopl vulva NOS | Malignant ascites | Malignant hypertension | Malignant hyperthermia | Malignant neo anus NOS | Malignant neo appendix | Malignant neo colon NEC | Malignant neo colon NOS | Malignant neo glottis | Malignant neo larynx NEC | Malignant neo larynx NOS | Malignant neo liver NOS | Malignant neo palate NOS | Malignant neo pylorus | Malignant neo trachea | Malignant neopl duodenum | Malignant neopl heart | Malignant neopl jejunum | Malignant neopl rectum | Malignant neopl thymus | Malignant neopl tonsil | Malignant neoplasm NOS | Malignant neoplasm cecum | Malignant neoplasm ileum | Malignant otitis externa | Malignant pleural effusn | Mallory-weiss syndrome | Malnutrition mild degree | Malnutrition mod degree | Malocclusion NOS | Malpos/dispro NEC aff NB | Malposition of heart | Malunion of fracture | Mammographic microcalcif | Mandible fx NOS-closed | Mandible fx NOS-open | Mantle cell lym xtrrndl | Mantle cell lymph multip | Mantle cell lymph spleen | Mantle cell lymph thorax | Marfan syndrome | Margin zone lym abdom | Margin zone lymph spleen | Margnl zone lym xtrndl | Mastodynia | Mastoiditis NOS | Mat anesth/analg aff NB | Mat anticonv aff NB/fet | Mat cocaine aff NB/fet | Matern compl NEC aff NB | Matern hyperten aff NB | Matern hypoten syn-deliv | Matern narc aff NB/fetus | Matern urine dis aff NB | Maternal DES af NB/fetus | Maternal cond NEC aff NB | Maternal infec aff NB | Mch cmp autm mplnt dfbrl | Mech com orth dev NEC | Mech com pros jt implant | Mech comp esophagostomy | Mech comp respirator | Mech loosening pros jt | Meckel's diverticulum | Meconium asp w resp symp | Meconium dur del aff NB | Meconium obstruction | Meconium staining | Med exam NEC-admin purp | Median nerve lesion NEC | Mediastinitis | Mediastinum disease NEC | Medical misadventure NEC | Medical misadventure NOS | Medullary sponge kidney | Megacolon NEC | Megaloblastic anemia NEC | Membranoprolif nephr NOS | Membranoprolif nephrosis | Membranous nephritis NOS | Memory loss | Meniere's disease NOS | Mening in oth bact dis | Mening in oth viral dis | Meningismus | Meningitis NOS | Meningitis oth spcf bact | Meningococc pericarditis | Meningococcal meningitis | Meningococcemia | Menopausal disorder NEC | Menopausal disorder NOS | Menstrual disorder NEC | Menstrual disorder NOS | Mental dis-deliv w p/p | Mental disor NEC oth dis | Mental disor NOS oth dis | Mental disorder-antepart | Mental disorder-deliver | Mental disorder-postpart | Meralgia paresthetica | Merkel cell ca-oth sites | Metabolic cardiomyopathy | Metabolic encephalopathy | Metabolism disorder NEC | Metabolism disorder NOS | Metalworking machine acc | Metatarsus varus | Meth res pneu d/t Staph | Meth resis Staph carrier | Meth sus pneum d/t Staph | Meth susc Staph aur sept | Meth susc Staph carrier | Methemoglobinemia | Metrorrhagia | Mgkrycyt leuk in relapse | Mgrn NOS w ntrc w st mgr | Mgrn unsp w ntrc mgr std | Mgrn w aura wo ntrc mgrn | Microcephalus | Microgenia | Microglossia | Microscopic hematuria | Microtia | Migrne unsp wo ntrc mgrn | Mild cognitive impairemt | Mild dysplasia of cervix | Mild hyperemesis-antepar | Mild intellect disabilty | Mild nonprolf db retnoph | Mild/NOS preeclamp-antep | Mild/NOS preeclamp-deliv | Mild/NOS preeclamp-p/p | Mild/mod birth asphyxia | Miliary TB NEC-unspec | Miliary TB NOS-cult dx | Miliary TB NOS-histo dx | Miliary TB NOS-oth test | Miliary TB NOS-unspec | Mineral deficiency NEC | Mineralcorticoid defcnt | Miosis not d/t miotics | Missed abortion | Mitr/aortic mult involv | Mitral insuf/aort stenos | Mitral stenos/aort insuf | Mitral stenosis | Mitral stenosis w insuff | Mitral valve dis NEC/NOS | Mitral valve disorder | Mitral/aortic stenosis | Mitral/aortic v dis NOS | Mitral/aortic val insuff | Mixed acid-base bal dis | Mixed hearing loss,bilat | Mixed hearing loss,unilt | Mixed hyperlipidemia | Mixed incontinence | Mlg mast unsp xtrndl org | Mlt opn wnd shldr w tend | Mningts gram-neg bct NEC | Mnplg upr lmb nondmnt sd | Mod intellect disability | Mod nonprolf db retinoph | Molluscum contagiosum | Monoarthritis NOS-l/leg | Monoclon paraproteinemia | Monocytosis-symptomatic | Mononeuritis NOS | Mononeuritis arm NEC | Mononeuritis arm NOS | Mononeuritis leg NOS | Mononeuritis multiplex | Monoplegia NOS | Monplga lwr lmb dmnt sde | Monplga lwr lmb unsp sde | Monplga upr lmb dmnt sde | Monplga upr lmb unsp sde | Monteggia's fx-closed | Monteggia's fx-open | Mood disorder other dis | Morbid obesity | Mouth anomaly NEC | Moyamoya disease | Mth sus Stph aur els/NOS | Mucopur conjunctivit NEC | Mucosits d/t antineo rx | Mult congen anomal NEC | Mult cranial nerve palsy | Mult crushing injury arm | Mult endo neoplas type I | Mult fx mandible-closed | Mult fx mandible-open | Mult fx metacarpus-close | Mult fx metacarpus-open | Mult gest malpres-deliv | Mult mye w/o achv rmson | Mult myelm w remission | Mult myeloma in relapse | Mult opn wnd should-comp | Mult pregnancy aff NB | Multiple contusion arm | Multiple contusion trunk | Multiple contusions NEC | Multiple fx hand-closed | Multiple fx hand-open | Multiple sclerosis | Multisystem toxoplasmos | Musc disuse atrophy NEC | Muscle disorders NEC | Muscle weakness-general | Muscle/ligament dis NEC | Muscle/ligament dis NOS | Muscskel sympt limb NEC | Musculoskel anom NEC/NOS | Mv acc board/alight-driv | Mv acc board/alight-psgr | Mv board/alight-pers NEC | Mv coll NOS-mcycl psngr | Mv coll NOS-ped cycl | Mv coll w obj-ped cycl | Mv coll w oth obj-driver | Mv coll w oth obj-mocycl | Mv coll w oth obj-pasngr | Mv coll w ped-anim rid | Mv coll w ped-ped cycl | Mv coll w pedest-driver | Mv coll w pedest-motcycl | Mv coll w pedest-pasngr | Mv coll w pedest-pedest | Mv collis NOS-motorcycl | Mv collis NOS-pers NOS | Mv collision NOS-driver | Mv collision NOS-pasngr | Mv collision NOS-pedest | Mv n-traf acc NEC-mocycl | Mv n-traff NEC-pedest | Mv n-traff NEC-pers NEC | Mv n-traff NEC/NOS-psgr | Mv n-traff acc NEC-driv | Mv traff acc NEC-driver | Mv traff acc NEC-mocycl | Mv traff acc NEC-pasngr | Mv traff acc NEC-pedest | Mv traff acc-pers NEC | Mv traff acc-pers NOS | Mv-oth veh coll-driver | Mv-oth veh coll-mcyc psg | Mv-oth veh coll-motcycl | Mv-oth veh coll-pasngr | Mv-oth veh coll-ped cycl | Mv-oth veh coll-pers NEC | Myalgia and myositis NOS | Myasthenia in oth dis | Myasthna gravs w ac exac | Mycobacterial dis NEC | Mycobacterial dis NOS | Mycoses NEC & NOS | Mycosis fungoides abdom | Mycosis fungoides head | Mycosis fungoides mult | Mycosis fungoides thorax | Mycotic corneal ulcer | Mycotic mycetomas | Mycs fng unsp xtrndl org | Mydriasis not d/t mydrtc | Myelitis cause NEC | Myelodysplastic synd NOS | Myelodyspls syn w 5q del | Myelofi w myelo metaplas | Myelofibrosis | Myelopathy NEC | Myelopathy in oth dis | Myelophthisis | Myl sarcoma wo achv rmsn | Myocardial degeneration | Myocarditis NOS | Myoclonus | Myogenic ptosis | Myoglobinuria | Myoneural disorders NEC | Myoneural disorders NOS | Myopathies NEC | Myopathy NOS | Myopathy in endocrin dis | Myopia | Myotonia congenita | Myotonic musclr dystrphy | Mysthna grvs w/o ac exac | N-traf board/alight-driv | N-traf board/alight-psgr | N-traf brd/alight-mocycl | N-traf brd/alit-pers NEC | N-traf brd/alit-pers NOS | NB GI hemorrhage | NB acidosis NEC | NB asp w resp symp NEC | NB atelectasis NEC/NOS | NB cardiac arrest | NB cereb irrit NEC/NOS | NB cold injury syndrome | NB cutaneous hemorrhage | NB drug withdrawal syndr | NB fetal blood loss NEC | NB hemolyt dis-abo isoim | NB hemolyt dis-isoim NEC | NB hemolyt dis:rh isoimm | NB hemorrhagic disease | NB hypothermia NEC | NB hypoxia | NB integument cond NEC | NB integument cond NOS | NB interstit emphysema | NB intraven hem NOS | NB intraven hem,grade i | NB intraven hem,grade ii | NB intraven hem,grade iv | NB intravn hem,grade iii | NB obs genetc/metabl cnd | NB obsrv oth suspct cond | NB obsrv suspct infect | NB obsrv suspct neurlgcl | NB pulmonary hemorrhage | NB respiratory arrest | NB respiratory cond NOS | NB septicemia [sepsis] | NB subarachnoid hemorr | NB temp regulat dis NEC | NB transitory tachypnea | NB urinary tract infectn | Nail anomalies NEC | Narcissistic personality | Narclpsy w/o cat oth dis | Narcolepsy w cataplexy | Narcolepsy w/o cataplexy | Nasal & sinus dis NEC | Nasal bone fx-closed | Nasal bone fx-open | Nasal mucositis (ulcer) | Nasal polyp NOS | Nasal sinus polyp NEC | Nausea alone | Nausea with vomiting | Nd other specf vacnation | Nd vac hmophlus inflnz b | Nd vac strp pnumn/inflnz | Nd vac strptcs pneumni b | Ndlr lym unsp xtrndl org | Ndr sclr unsp xtrndl org | Necrosis of artery | Necrotizing fasciitis | Need prphyl vc vrl hepat | Neonat diabetes mellitus | Neonat endo/met dis NEC | Neonat jaund in oth dis | Neonat jaund preterm del | Neonatal bradycardia | Neonatal candida infect | Neonatal conjunctivitis | Neonatal dehydration | Neonatal hemorrhage NEC | Neonatal hypoglycemia | Neonatal nasolacrml obst | Neonatal neutropenia | Neonatal tachycardia | Neonatal thrombocytopen | Neonatal thyrotoxicosis | Neoplasm other sites NOS | Neoplasm related pain | Nephritis NEC | Nephritis NOS | Nephritis NOS in oth dis | Nephrogen diabetes insip | Nephrotic syn in oth dis | Nephrotic syn, prolifer | Nephrotic syndrome NEC | Nephrotic syndrome NOS | Nerve/musculskel sym NEC | Nervous syst complc NOS | Nervous system anom NEC | Nervous system anom NOS | Neural hearng loss,bilat | Neuralgia/neuritis NOS | Neurofibromatosis NOS | Neurofibromatosis typ II | Neurofibromatosis type I | Neurogenic bladder | Neurogenic bladder NOS | Neurogenic bowel | Neurohypophysis dis NEC | Neuroleptic malgnt synd | Neurologic neglect syndr | Neuromyelitis optica | Neuropathy due to drugs | Neuropathy in diabetes | Neuropathy in malig dis | Neuropathy in other dis | Neurosyphilis NOS | Neurpthy in col vasc dis | Neurpthy toxic agent NEC | Neutropenia NEC | Neutropenia NOS | Neutropenia d/t infectn | Nevus, non-neoplastic | No family able to care | No med facilities NEC | No proc for reasons NEC | No proc/contraindication | No proc/patient decision | No vaccin-caregiv refuse | No vaccination-pt refuse | Nocturia | Nod prostate w ur obst | Nod prostate w/o ur obst | Nodular lymphoma abdom | Nodular lymphoma head | Nodular lymphoma inguin | Nodular lymphoma mult | Nodular lymphoma pelvic | Non-healing surgcl wound | Nonauto hem anemia NOS | Noncmplnt w renal dialys | Nonexudat macular degen | Noninf gastroenterit NEC | Noninfect dis pinna NEC | Noninfect lymph dis NEC | Noninfect vag leukorrhea | Noninfl dis ova/adnx NEC | Noninfl dis ova/adnx NOS | Noninflam dis vagina NEC | Noninflam dis vulva NEC | Noninflam dis vulva NOS | Nonorganic sleep dis NEC | Nonprolf db retnoph NOS | Nonpsychot brain syn NOS | Nonpsychotic disord NOS | Nonpyogen thrombos sinus | Nonpyogenic meningitis | Nonrheum tricusp val dis | Nonrupt cerebral aneurym | Nonsp abn fd-bilry tract | Nonsp abn fd-skull/head | Nonsp abn find-body NEC | Nonsp abn find-gi tract | Nonsp abn find-gu organs | Nonsp abn find-ms system | Nonsp abn fnd-abdom area | Nonsp abn intrathor NEC | Nonsp positive cult NEC | Nonsp rea gma interferon | Nonsp rea skn test wo tb | Nonspecif skin erupt NEC | Nonsupp otitis media NOS | Nonteratogenic anom NEC | Nontox multinodul goiter | Nontox nodul goiter NOS | Nontox uninodular goiter | Nontraum comp syn-low ex | Nontraum comp syn-up ext | Nontraum extradural hem | Nontraum muscle rupture | Nontrauma comp syn-abd | Nontrauma hema soft tiss | Nonunion of fracture | Nonvenom arthropod bite | Norml pressure hydroceph | Nose anomaly NEC | Nox sub NEC aff NB/fetus | Nox sub NOS aff NB/fetus | Nutrition deficiency NEC | Nutrition deficiency NOS | Nutrition optc neuropthy | Nutritional anemia NEC | Nutritional marasmus | Nystagmus NEC | Nystagmus NOS | Ob inj pelv org NEC-del | Ob pyemic embol-antepart | Ob surg comp NEC-postpar | Ob surg compl-del w p/p | Ob trauma NEC-del w p/p | Obesity NOS | Obesity hypovent synd | Obesity-antepartum | Obesity-postpartum | Obj w-w/o sub fall NEC | Objective tinnitus | Obs chr bronc w ac bronc | Obs chr bronc w(ac) exac | Obs dfct ren plv&urt NOS | Observ-accident NEC | Observ-inflicted inj NEC | Obsessive-compulsive dis | Obsrv NB suspc resp cond | Obst chr bronc w/o exac | Obst def ren plv&urt NEC | Obstetric shock-deliver | Obstetric shock-postpart | Obstr incisional hernia | Obstr ventral hernia NEC | Obstr ventral hernia NOS | Obstruc/fet malpos-deliv | Obstruct heart anom NEC | Obstruction gallbladder | Obstruction of bile duct | Obstructiv hydrocephalus | Obstructive sleep apnea | Ocl art NOS w infrct | Ocl bslr art w infrct | Ocl bslr art wo infrct | Ocl crtd art w infrct | Ocl crtd art wo infrct | Ocl mlt bi art w infrct | Ocl mlt bi art wo infrct | Ocl spcf art w infrct | Ocl spcf art wo infrct | Ocl vrtb art w infrct | Ocl vrtb art wo infrct | Ocular lac w/o prolapse | Ocular lacera w prolapse | Oil/essence pneumonitis | Old FB in soft tissue | Old detachment, partial | Old detachment, total | Old disrupt post cruciat | Old hyperten NEC-postpar | Old myocardial infarct | Olecranon bursitis | Oligohydramnios aff NB | Oligohydramnios-deliver | Oliguria & anuria | Omphalitis of newborn | Onychia of finger | Onychia of toe | Op skl base fx-deep coma | Op skl base fx-prol coma | Op skl base fx/cereb lac | Op skl base fx/menin hem | Op subarach hem-brf coma | Op subarach hem-coma NOS | Op subarach hem-deep com | Open skull base fracture | Open skull fracture NEC | Open subdur hem w/o coma | Open wnd face NEC-compl | Open wnd face NOS-compl | Open wnd finger w tendon | Open wnd forearm w tendn | Open wnd forehead-compl | Open wnd head NEC-compl | Open wnd hip/thigh-compl | Open wnd knee/leg-compl | Open wnd knee/leg/ankle | Open wnd nas sinus-compl | Open wnd nose NOS-compl | Open wnd trunk NEC-compl | Open wnd up arm w tendon | Open wnd upper arm-compl | Open wound arm mult/NOS | Open wound axilla-compl | Open wound back-compl | Open wound breast-compl | Open wound buccal mucosa | Open wound cheek-compl | Open wound chest-compl | Open wound elbow-complic | Open wound finger-compl | Open wound foot w tendon | Open wound foot-compl | Open wound forearm-compl | Open wound hand w tendon | Open wound jaw-complicat | Open wound larynx-compl | Open wound lip-complicat | Open wound nasal cavity | Open wound nasal septum | Open wound nasal sinus | Open wound of auricle | Open wound of axilla | Open wound of back | Open wound of breast | Open wound of buttock | Open wound of cheek | Open wound of chest | Open wound of cochlea | Open wound of ear NEC | Open wound of ear NOS | Open wound of ear drum | Open wound of elbow | Open wound of face NEC | Open wound of face NOS | Open wound of finger | Open wound of foot | Open wound of forearm | Open wound of forehead | Open wound of hand | Open wound of head NEC | Open wound of hip/thigh | Open wound of jaw | Open wound of leg NEC | Open wound of lip | Open wound of mouth NOS | Open wound of neck NEC | Open wound of nose NOS | Open wound of palate | Open wound of penis | Open wound of pharynx | Open wound of scalp | Open wound of scapula | Open wound of shoulder | Open wound of toe | Open wound of trachea | Open wound of trunk NEC | Open wound of upper arm | Open wound of vagina | Open wound of wrist | Open wound pharynx-compl | Open wound scalp-compl | Open wound site NOS | Open wound thyroid gland | Open wound tongue-compl | Open wound trachea-compl | Open wound vagina-compl | Open wound vulva-compl | Open wound wrist-complic | Open-angle glaucoma NOS | Opioid abuse-continuous | Opioid abuse-episodic | Opioid abuse-in remiss | Opioid abuse-unspec | Opioid dependence-contin | Opioid dependence-episod | Opioid dependence-remiss | Opioid dependence-unspec | Opioid/other dep-contin | Opioid/other dep-episod | Opioid/other dep-remiss | Opioid/other dep-unspec | Opn brain lac-proln coma | Opn brain lacer-coma NOS | Opn cerebe lac-deep coma | Opn cerebel lac-mod coma | Opn cortex lac-deep coma | Opn cortex lacer-no coma | Opn lumbar fx w cord inj | Opn skl base fx w/o coma | Opn skl base fx-brf coma | Opn skl base fx-coma NOS | Opn skl fx NEC-deep coma | Opn skl fx NEC/cereb lac | Opn skl vlt fx-deep coma | Opn skl vlt fx/cereb lac | Opn skl vlt fx/menin hem | Opn skl/oth fx-deep coma | Opn skl/oth fx/menin hem | Opn skul base fx/hem NEC | Opn skul fx NEC-brf coma | Opn skul fx NEC-coma NOS | Opn skul vlt fx w/o coma | Opn skul vlt fx-brf coma | Opn skul vlt fx-coma NOS | Opn skul/oth fx-coma NOS | Opn skul/oth fx-mod coma | Opn skull vault fracture | Opn skull vlt fx/hem NEC | Opn subarach hem-concuss | Opn subarach hem-no coma | Opn subdur hem-brf coma | Opn subdur hem-concuss | Opn wnd ant abdomen-comp | Opn wnd anterior abdomen | Opn wnd buc mucosa-compl | Opn wnd hip/thigh w tend | Opn wnd knee/leg w tendn | Opn wnd lat abdomen-comp | Opn wnd lateral abdomen | Opn wnd ocular adnex NEC | Opn wnd scrot/test-compl | Opn wnd shouldr w tendon | Opn wnd tongue/mouth flr | Opn wound auditory canal | Opn wound elbow w tendon | Opn wound extern ear NOS | Opn wound hand-complicat | Opn wound neck NEC-compl | Opn wound scrotum/testes | Opn wound site NOS-compl | Opn wound wrist w tendon | Opportunistic mycoses | Opposition defiant disor | Opt chiasm w pituit dis | Optic atrophy NOS | Optic nerve disorder NEC | Optic nerve injury | Optic neuritis NEC | Optic neuritis NOS | Oral aphthae | Oral soft tissue dis NEC | Orbital cellulitis | Orbital disorder NOS | Orbital disorders NEC | Orbital edema | Orbital granuloma | Orbital hemorrhage | Orbital myositis | Orbital osteomyelitis | Orchitis with abscess | Orchitis/epididymit NEC | Orchitis/epididymit NOS | Organic hypersomnia NEC | Organic sleep apnea NOS | Organic writers' cramp | Orofacial dyskinesia | Orthopedic aftercare NEC | Orthopedic aftercare NOS | Orthopnea | Orthostatic hypotension | Ossification cerv lig | Osteitis condensans | Osteitis deformans NOS | Osteoarthro NOS-oth site | Osteoarthros NOS-ankle | Osteoarthros NOS-forearm | Osteoarthros NOS-hand | Osteoarthros NOS-l/leg | Osteoarthros NOS-pelvis | Osteoarthros NOS-shlder | Osteoarthros NOS-unspec | Osteoarthros NOS-up/arm | Osteoarthrosis-mult site | Osteogenesis imperfecta | Osteomalacia NOS | Osteomyelit NOS-forearm | Osteomyelit NOS-oth site | Osteomyelitis NOS-ankle | Osteomyelitis NOS-hand | Osteomyelitis NOS-l/leg | Osteomyelitis NOS-mult | Osteomyelitis NOS-pelvis | Osteomyelitis NOS-unspec | Osteomyelitis NOS-up/arm | Osteoporosis NEC | Osteoporosis NOS | Ostium primum defect | Ot art emb/thrm abd aort | Ot comp ot bariatrc proc | Ot encph/mye ot inf else | Ot nonsp ab fnd lung fld | Ot pul insuf fol trm/srg | Ot sp hmiplg nondmnt sde | Ot sp hmiplga domnt side | Ot sp hmiplga unspf side | Otalgia NOS | Oth abnormalt urination | Oth acq limb deformity | Oth adult abuse/neglect | Oth coll mov obj-ped cyc | Oth coll mov obj-pedest | Oth coll mov obj-per NEC | Oth coll stn obj-cyc psg | Oth coll stn obj-per NEC | Oth coll stnd obj-mocycl | Oth coll stndng obj-driv | Oth coll stndng obj-psgr | Oth con d/t chrm anm NEC | Oth cond due to sex chrm | Oth curr cond-antepartum | Oth curr cond-del w p/p | Oth curr cond-delivered | Oth curr cond-postpartum | Oth dermatitis solar rad | Oth digestv system comp | Oth drg indcd pancytopna | Oth enteroviral cns dis | Oth func dsdr bladder | Oth gram negatv bacteria | Oth hyprtrophic cardiomy | Oth imno npl wo ach rmsn | Oth imnprlf neo-relapse | Oth inf vena cava thromb | Oth learning difficulty | Oth leuk w/o achv rmsn | Oth lym leu wo achv rmsn | Oth lymp unsp xtrndl org | Oth mononeur lower limb | Oth mult lb-in hosp w cs | Oth neonatal coag dis | Oth nonauto hem anemia | Oth nspcf finding blood | Oth ob compl-deliv w p/p | Oth ob compl-delivered | Oth ob surg compl-postpa | Oth off-road mv acc-driv | Oth off-road mv acc-psgr | Oth off-road mv-mocycl | Oth off-road mv-ped cycl | Oth off-road mv-pedest | Oth off-road mv-pers NOS | Oth parent-child problem | Oth placent cond-deliver | Oth postsurgery lordosis | Oth powered aircraft acc | Oth prblms rltd lfstyle | Oth rd veh acc-pers NEC | Oth sequela, chr liv dis | Oth severe malnutrition | Oth spcf cmplc procd NEC | Oth spcf deformity head | Oth spcf dsdr urethra | Oth spcf hypoglycemia | Oth spcf paralytic synd | Oth spcf prph vscl anoml | Oth spcf retention urine | Oth spec dis viruses | Oth specf bacteria | Oth specf viral infectn | Oth specfd viral warts | Oth spf gastrt w hmrhg | Oth spf gstrt w/o hmrhg | Oth symptm urinary systm | Oth tissue graft malfunc | Oth umbil cord compress | Oth unspcf nspf imun fnd | Oth urinry incontinence | Oth varn unsp xtrndl org | Oth vehicle acc NEC | Oth viral dis-delivered | Oth vrl hepat w hpt coma | Oth vrl hpat wo hpt coma | Oth/uns inf-cen ven cath | Other acq back deformity | Other acute sinusitis | Other air leak | Other alter consciousnes | Other anaerobes | Other anaphylactic react | Other apnea of newborn | Other appendicitis | Other atopic dermatitis | Other back symptoms | Other conduct disorder | Other dsrders esophagus | Other dyschromia | Other esophagitis | Other general symptoms | Other gu neoplasm NOS | Other hammer toe | Other heart block | Other hyperalimentation | Other lung disease NEC | Other lymphedema | Other pancytopenia | Other pneumothorax | Other postop infection | Other prophylac chemothr | Other psoriasis | Other pulmonary insuff | Other quadriplegia | Other sborheic keratosis | Other sequelae of MI NEC | Other specf TMJ disordrs | Other specf dermatoses | Other specfd counseling | Other staphylococcus | Other streptococcus | Other ulcerative colitis | Other viral intes infec | Othr migrne wo ntrc mgrn | Otitis media NOS | Otogenic pain | Otorrhea NEC | Otorrhea NOS | Otosclerosis NOS | Ovarian cyst NEC/NOS | Ovarian endometriosis | Ovarian failure NEC | Ovarian hyperfunc NEC | Ovarn preg w/o intra prg | Overexert reptv mvmt NEC | Overflow incontinence | Overweight | Overxrt-sudn stren mvmt | P/p coag def-del w p/p | Pain in limb | Pain in or around eye | Painful respiration | Palindrom rheum-unspec | Pallor | Palpitations | Palsy of conjugate gaze | Pancreas anomalies | Pancreas injury NOS-clos | Pancreas injury NOS-open | Pancreas, head inj-close | Pancreas, tail inj-close | Pancreas, tail inj-open | Pancreat cyst/pseudocyst | Pancreatic disease NEC | Pancreatic disease NOS | Pancreatic disorder NEC | Pancreatic disorder NOS | Panhypopituitarism | Panic dis w/o agorphobia | Panniculitis of neck | Panniculitis, site NEC | Panniculitis, unsp site | Panophthalmitis | Panuveitis | Pap smear anus w ASC-US | Papillary muscle dis NEC | Papillary muscle rupture | Papilledema NOS | Papilledema w decr press | Papilledema w incr press | Paralysis NOS | Paralysis agitans | Paralytic ileus | Paralytic ptosis | Paralytic strabismus NOS | Paranoid personality | Paranoid schizo-chronic | Paranoid schizo-unspec | Paranoid state NOS | Paranoid states NEC | Parapharyngeal abscess | Paraphrenia | Paraplegia NOS | Paraproteinemia NEC | Parapsoriasis | Parathyroid disorder NEC | Parinfluenza viral pneum | Parox atrial tachycardia | Parox tachycardia NOS | Parox ventric tachycard | Part anom pulm ven conn | Part arterial occlusion | Part detach-singl defec | Part epil w intr epil | Part epil w/o intr epil | Partial edentulism NOS | Partial third nerv palsy | Parvovirus B19 | Pasteurellosis | Patau's syndrome | Patellar tendinitis | Patent ductus arteriosus | Path fx dstl radius ulna | Path fx humerus | Path fx neck of femur | Path fx oth spcf prt fmr | Path fx oth specif site | Path fx tibia fibula | Path fx vertebrae | Pathol dislocat-jt NEC | Pathol dislocat-shlder | Pauciart juv rheum arthr | Pectus carinatum | Pectus excavatum | Ped cycl acc-ped cyclist | Pedal cycle acc-pedest | Pediculosis NOS | Pediculus capitis | Pellagra | Pelv fx-clos/pelv disrup | Pelv fx-open/pelv disrup | Pelv perit endometriosis | Pelvic congestion synd | Pelvic fracture NEC-clos | Pelvic fracture NEC-open | Pelvic fracture NOS-clos | Pelvic fracture NOS-open | Pelvic hematoma-postpart | Pelvic organ inj NEC-cl | Pelvic organ inj NEC-opn | Pelvic organ inj NOS-cl | Pelvic organ inj NOS-opn | Pemphigoid | Pemphigus | Penetr wnd orbit w/o FB | Penetrat FB NEC eye | Penetrat wnd orbit w FB | Penile anomalies NEC | Peptic ulcer NOS | Perforat tympan memb NOS | Perforation gallbladder | Perforation of bile duct | Perforation of esophagus | Perforation of intestine | Periapical abscess | Pericardial disease NEC | Pericardial disease NOS | Perichondritis pinna NOS | Perinat GI sys dis NEC | Perinat GI sys dis NOS | Perinat jaund:hemolysis | Perinatal chr resp dis | Perinatal condition NEC | Perinatal condition NOS | Perinatal infection NEC | Perinatal intest perfor | Periodic paralysis | Periodontal disease NEC | Periodontosis | Peripartum card-postpart | Peripartum cardiomy-del | Periph T cell lym multip | Periph T cell lym xtrndl | Periph vascular dis NEC | Periph vascular dis NOS | Peripheral vertigo NEC | Peripheral vertigo NOS | Periprosthetc fx-pros jt | Periprosthetc osteolysis | Peritoneal abscess | Peritoneal adhesions | Peritoneal disorder NEC | Peritoneal effusion | Peritoneum injury-closed | Peritoneum injury-open | Peritonitis (acute) gen | Peritonitis NEC | Peritonitis NOS | Peritonitis in infec dis | Peritonsillar abscess | Perivent leukomalacia | Pernicious anemia | Peroneal muscle atrophy | Persist hyperplas thymus | Persist postop fistula | Persistent fetal circ | Persistent insomnia | Persistent vegtv state | Persistent vomiting | Persn w feared complaint | Person feigning illness | Personal history UTI | Personal history of fall | Personal histry malaria | Personal hygiene NEC | Personality chg oth dis | Personality disorder NOS | Personl hx infection CNS | Pervasv dev dis-cur NEC | Pervasv dev dis-cur NOS | Petit mal status | Peyronie's disease | Phantom limb (syndrome) | Pharyngeal anomaly NEC | Phlbts deep vn up extrm | Phlbts sprfc vn up extrm | Phlbts vn NOS up extrm | Phlebitis intrcran sinus | Photokeratitis | Physical restrain status | Pica | Pigment epitheliopathy | Pigment retina dystrophy | Pilonidal cyst w abscess | Pilonidal cyst w/o absc | Pituitary disorder NEC | Pituitary disorder NOS | Pituitary dwarfism | Pityriasis NEC & NOS | Pityriasis rosea | Pityriasis versicolor | Placent transfusion syn | Placenta hem NEC aff NB | Placenta prev hem-deliv | Placenta previa aff NB | Placenta previa-antepart | Placenta previa-deliver | Plantar fibromatosis | Plantar nerve lesion | Plasmacytoma NOS | Pleural effusion NOS | Pleurisy w/o effus or TB | Pls cl leu w/o achv rmsn | Plsm cel leuk in relapse | Pneu mycplsm pneumoniae | Pneum in aspergillosis | Pneum in infect dis NEC | Pneum in oth sys mycoses | Pneum w cytomeg incl dis | Pneumo oth grm-neg bact | Pneumococcal meningitis | Pneumococcal peritonitis | Pneumococcal pneumonia | Pneumococcal septicemia | Pneumococcus infect NOS | Pneumocystosis | Pneumogastric nerve dis | Pneumon oth spec orgnsm | Pneumonia anaerobes | Pneumonia e coli | Pneumonia in whoop cough | Pneumonia oth spcf bact | Pneumonia oth strep | Pneumonia strptococcus a | Pneumonia strptococcus b | Pneumonia, organism NOS | Pois antidepressants NEC | Pois monoamine oxidase | Pois serotinin reuptake | Pois tricyclc antidepres | Pois-analges/antipyr NEC | Pois-anti-infect NEC/NOS | Pois-anti-parkinson drug | Pois-antiallrg/antiemet | Pois-anticonvul NEC/NOS | Pois-antihyperten agent | Pois-antimycobac drg NEC | Pois-antineopl/immunosup | Pois-arom analgesics NEC | Pois-benzodiazepine tran | Pois-card rhythm regulat | Pois-cardiovasc agt NEC | Pois-cephalosporin group | Pois-cns muscle depress | Pois-coronary vasodilat | Pois-gen anesth NEC/NOS | Pois-loc astring/deterg | Pois-local anti-infect | Pois-parasympatholytics | Pois-parasympathomimetic | Pois-phenothiazine tranq | Pois-propionic acid derv | Pois-sedative/hypnot NEC | Pois-sedative/hypnot NOS | Pois-skelet muscle relax | Pois-topical dental drug | Pois-uric acid metabol | Poison by psychostim NEC | Poison-agricult agent | Poison-alcohol deterrent | Poison-analgesics | Poison-antipsychotic NEC | Poison-antirheumatic NEC | Poison-barbiturates | Poison-corrosiv/caustic | Poison-drug/medicin NEC | Poison-drug/medicin NOS | Poison-ent preparation | Poison-hydantoin derivat | Poison-insulin/antidiab | Poison-intraven anesthet | Poison-medicinal agt NEC | Poison-medicinal agt NOS | Poison-muscle agent NEC | Poison-opiate antagonist | Poison-psychotropic NEC | Poison-psychotropic agt | Poison-sedat/hypnotic | Poison-solid/liquid NEC | Poison-sympathomimetics | Poison-tranquilizer NEC | Poison-vasodilator NEC | Poisoning by amphetamine | Poisoning by caffeine | Poisoning by cocaine | Poisoning-anticoagulants | Poisoning-antidiarrh agt | Poisoning-antilipemics | Poisoning-antimalarials | Poisoning-antitussives | Poisoning-antiviral drug | Poisoning-barbiturates | Poisoning-cardiotonics | Poisoning-cathartic NEC | Poisoning-chloral hydrat | Poisoning-diuretics NEC | Poisoning-expectorants | Poisoning-hallucinogens | Poisoning-heroin | Poisoning-methadone | Poisoning-opiates NEC | Poisoning-opium NOS | Poisoning-penicillins | Poisoning-salicylates | Poisoning-sulfonamides | Poisoning-sympatholytics | Poisoning-tetracycline | Poisoning-thyroid/deriv | Poisoning-vitamins NEC | Polyarteritis nodosa | Polyarthritis NOS-unspec | Polyclon hypergammaglobu | Polycyst kid-autosom dom | Polycyst kid-autosom rec | Polycystic kidney NOS | Polycystic ovaries | Polycythemia neonatorum | Polycythemia vera | Polydactyly NOS | Polydactyly, fingers | Polydactyly, toes | Polydipsia | Polyglandul dysfunc NEC | Polyglandul dysfunc NOS | Polyhydramnios aff NB | Polyhydramnios-delivered | Polymyalgia rheumatica | Polymyositis | Polyp of corpus uteri | Polyp of nasal cavity | Polyphagia | Polyuria | Poor fetal growth-deliv | Popliteal synovial cyst | Portal hypertension | Portal pyemia | Portal vein thrombosis | Post MI syndrome | Post disl prox tibia-cl | Post disloc elbow-closed | Post segmnt anom NEC-eye | Post term preg-del | Post tp lymphprolif dis | Post traumatic seizures | Post-birth umbil hemorr | Post-op foreign body NEC | Post-proc st eye/adn NEC | Post-proc states NEC | Post-surgical forgn body | Post-term infant | Post-trauma headache NOS | Post-traumatic seroma | Postablat hypothyr NEC | Postablat testic hypofun | Postabort pelvic damage | Postabortion compl NEC | Postabortion embolism | Postabortion gu infect | Postabortion hemorrhage | Postcholecystectomy synd | Postconcussion syndrome | Postendoscopy forgn body | Posterior disloc hip-cl | Postgastric surgery synd | Postherpes polyneuropath | Postherpes trigem neural | Postinf encephalitis NEC | Postinflam pulm fibrosis | Postlaminect synd-lumbar | Postlaminectomy kyphosis | Postmastect lymphedema | Postmenopausal bleeding | Postnasal drip | Postop GI funct dis NEC | Postop heterotopic calc | Postop oth specfd aftrcr | Postop shock, other | Postop shock, septic | Postop shock,cardiogenic | Postop urethral strictur | Postop vaginal prolapse | Postoperative air leak | Postoperative shock, NOS | Postpa hem NEC-del w p/p | Postpart coag def-postpa | Postpart hem NEC-postpar | Postphlbtc synd w/o comp | Postproc aspiration pneu | Postprocedural fever | Postsurg hypoinsulinemia | Postsurgical hypothyroid | Posttraum wnd infec NEC | Posttraumatic stress dis | Postvaricella encephalit | Pouchitis | Prader-willi syndrome | Precipitate del aff NB | Precipitate labor-deliv | Precordial pain | Preg compl NEC-antepart | Preg compl NEC-del w p/p | Preg compl NEC-delivered | Preg state, incidental | Preg w hx of infertility | Preglaucoma NOS | Prem separ placen-deliv | Premat rupt memb aff NB | Premature beats NEC | Premature beats NOS | Premenopause menorrhagia | Premenstrual tension | Preop cardiovsclr exam | Prepatellar bursitis | Presbyopia | Prescrip-oral contracept | Presenile delusion | Presenile dementia | Pressure ulcer, ankle | Pressure ulcer, buttock | Pressure ulcer, elbow | Pressure ulcer, heel | Pressure ulcer, hip | Pressure ulcer, low back | Pressure ulcer, site NEC | Pressure ulcer, site NOS | Pressure ulcer, stage I | Pressure ulcer, stage II | Pressure ulcer, stage IV | Pressure ulcer, upr back | Pressure ulcer,stage III | Pressure ulcer,stage NOS | Pressure ulcer,unstagebl | Preterm NEC 1000-1249g | Preterm NEC 1250-1499g | Preterm NEC 1500-1749g | Preterm NEC 1750-1999g | Preterm NEC 2000-2499g | Preterm NEC 2500+g | Preterm NEC 500-749g | Preterm NEC 750-999g | Preterm NEC <500g | Preterm infant NEC wtNOS | Prev c-delivery-antepart | Prev c-delivery-delivrd | Priapism | Prickly heat | Prim angl-clos glauc NOS | Prim cardiomyopathy NEC | Prim central sleep apnea | Prim hypercoagulable st | Prim open angle glaucoma | Prim prg TB NEC-histo dx | Prim pulm hypertension | Prim thrombocytopen NOS | Primary CNS lymph xtrndl | Primary apnea of newborn | Primary atelectasis | Primary cerebellar degen | Primary coccidioidomycos | Primary focal hyprhidros | Primary hyperparathyroid | Primary syphilis NEC | Prinzmetal angina | Priv dwel fire-accid NEC | Priv dwel fire-fumes NOS | Prob-head/neck/trunk NOS | Problems with learning | Profnd intellct disablty | Prog multifoc leukoencep | Prog muscular atrophy | Progr idiopath scoliosis | Progressive bulbar palsy | Prolapse urethral mucosa | Prolapsed cord aff NB | Prolif diab retinopathy | Proliferat nephritis NOS | Prolong depressive react | Prolong rupt memb-deliv | Prophyl or tx meas NEC | Prophylact immunotherapy | Prostatic congest/hemorr | Prostatic disorders NEC | Prostatic inflam dis NEC | Prostatitis NOS | Protein-cal malnutr NEC | Protein-cal malnutr NOS | Proteinuria | Proteus infection NOS | Protrusio acetabuli NOS | Prphylct orgn rmvl brst | Prphylct orgn rmvl other | Prsn hst ot spf urn dsrd | Prsnl hst colonic polyps | Prsnl hst ot spf dgst ds | Prsnl hst oth nfct parst | Prsnl hst peptic ulcr ds | Prsnl hst poliomyelitis | Prsnl hst tuberculosis | Prsnl hst urnr dsrd calc | Prsnl hx recur pneumonia | Prune belly syndrome | Prurigo | Pruritic conditions NEC | Pruritic disorder NOS | Pruritus of genitalia | Pseudobulbar palsy | Pseudoexfoliat glaucoma | Pseudomonal pneumonia | Pseudomonas infect NOS | Pseudomonas septicemia | Pseudopolyposis colon | Pseudotumor cerebri | Psoas muscle abscess | Psoriatic arthropathy | Psy dis w delus oth dis | Psy dis w halluc oth dis | Psychic factor w oth dis | Psychogen cardiovasc dis | Psychogen musculskel dis | Psychogen paranoid psych | Psychogenic disorder NEC | Psychogenic disorder NOS | Psychogenic pain NEC | Psychogenic respir dis | Psychological stress NEC | Psychophysic visual dist | Psychosexual dis NOS | Psychosis NOS | Psymotr epil w intr epil | Psymotr epil w/o int epi | Pterygium NOS | Ptosis of eyelid NOS | Puerp cerebvas dis-deliv | Puerp comp NEC-del w p/p | Puerp compl NEC-postpart | Puerp endomet del w p/p | Puerp endomet-postpart | Puerp pyrexia-del w p/p | Puerp pyrexia-postpartum | Pul alveolar proteinosis | Pulm congest/hypostasis | Pulm embol NOS-antepart | Pulm embol NOS-postpart | Pulm embol/infarct NEC | Pulmon TB NEC-oth test | Pulmon TB NOS-cult dx | Pulmon TB NOS-micro dx | Pulmon artery aneurysm | Pulmon circulat dis NEC | Pulmon circulat dis NOS | Pulmonary AV malformatn | Pulmonary TB NOS-unspec | Pulmonary actinomycosis | Pulmonary collapse | Pulmonary eosinophilia | Pulmonary mycobacteria | Pulmonary valve anom NEC | Pulmonary valve anom NOS | Pulmonary valve disorder | Pulsating exophthalmos | Pure hypercholesterolem | Pure hyperglyceridemia | Purpura NOS | Purulent endophthalm NOS | Pyelonephritis NOS | Pylorospasm | Pyoderma NEC | Pyoderma gangrenosum | Pyogen arthritis NEC | Pyogen arthritis-ankle | Pyogen arthritis-forearm | Pyogen arthritis-hand | Pyogen arthritis-l/leg | Pyogen arthritis-mult | Pyogen arthritis-pelvis | Pyogen arthritis-shlder | Pyogen arthritis-up/arm | Pyogenic granuloma | Pyrexia in labor-deliver | Pyrophosph cryst-l/leg | Pyrophosph cryst-up/arm | Quadriplegia, unspecifd | Quadrplg c1-c4, complete | Quadrplg c1-c4, incomplt | Quadrplg c5-c7, complete | Quadrplg c5-c7, incomplt | REM sleep behavior dis | RR acc NEC-pedestrian | RR coll NOS-pedestrian | RR coll w oth obj-pedest | Radial nerve lesion | Radial styloid tenosynov | Radiation gastroenterit | Radiation kyphosis | Radiation scoliosis | Radiotherapy encounter | Radiotherapy follow-up | Rape | Rapidly prog nephrit NOS | Raynaud's syndrome | React depress psychosis | React-cardiac dev/graft | React-indwell urin cath | React-int pros devic NEC | React-inter joint prost | React-nerv sys dev/graft | React-oth genitourin dev | React-oth int ortho dev | React-oth vasc dev/graft | React-periton dialy cath | Reactive confusion | Rec depr psych-psychotic | Rec preg loss wo cur prg | Recent detachment, total | Rectal & anal dis NEC | Rectal & anal hemorrhage | Rectal & anal stenosis | Rectal & anal ulcer | Rectal prolapse | Rectocele | Rectum injury-closed | Rectum injury-open | Recur bilat inguin hern | Recur depr psych-severe | Recur dislocat-l/leg | Recur dislocat-pelvis | Recur dislocat-shlder | Recur manic-sev w psycho | Recur unil ing hern-gang | Recur unil ing hern-obst | Recur unilat inguin hern | Recurr depr psychos-mild | Recurr depr psychos-mod | Recurr depr psychos-unsp | Recurrent hypersomnia | Redness/discharge of eye | Reduc deform up limb NOS | Reduction deform leg NOS | Reduction deform, brain | Redun prepuce & phimosis | Reentrant mv coll-driver | Referred pain of ear | Reflux esophagitis | Refusal of treatment | Reg enterit sm/lg intest | Reg enteritis, lg intest | Reg enteritis, sm intest | Regional enteritis NOS | Reiter's disease | Removal int fixation dev | Renal & ureteral dis NEC | Renal & ureteral dis NOS | Renal agenesis | Renal artery aneurysm | Renal artery atheroscler | Renal artery hyperplasia | Renal dialysis encounter | Renal dialysis status | Renal dis NOS-antepartum | Renal dis NOS-delivered | Renal dysplasia | Renal failure NOS | Renal hyperten-postpart | Renal osteodystrophy | Renal sclerosis NOS | Renal vascular disorder | Renal vein thrombosis | Renal vessel anomaly | Renal/perirenal abscess | Renovasc hypertension | Residual hemorrhoid tags | Resp brncio interst lung | Resp cond dt smoke inhal | Resp cond: ext agent NEC | Resp failure of newborn | Resp obstr-food inhal | Resp obstr-inhal obj NEC | Resp prob after brth NEC | Resp syncyt viral pneum | Resp sys/chest symp NEC | Resp system disease NEC | Resp system disease NOS | Respirator depend status | Respiratory abnorm NEC | Respiratory abnorm NOS | Respiratory anomaly NEC | Respiratory arrest | Respiratory comp NEC | Respiratory distress syn | Respiratory neoplasm NOS | Resprtry syncytial virus | Restless legs syndrome | Ret cholelh fol cholecys | Retain FB NEC | Retain organic frag NEC | Retain plastic fragments | Retained dental root | Retained glass fragments | Retained metal frag NOS | Retclsrc unsp xtrndl org | Retention urine NOS | Reticulosarcoma abdom | Reticulosarcoma head | Reticulosarcoma inguin | Reticulosarcoma mult | Reticulosarcoma thorax | Retinal detachment NEC | Retinal detachment NOS | Retinal disorder NOS | Retinal disorders NEC | Retinal edema | Retinal hemorrhage | Retinal ischemia | Retinal varices | Retinal vasc occlus NOS | Retinal vascular changes | Retrolental fibroplasia | Retroperiton abscess NEC | Retroperitoneum inj-cl | Retroperitoneum inj-open | Retropharyngeal abscess | Rflx sym dystrph lwr lmb | Rflx sym dystrph oth st | Rflx sym dystrph up limb | Rh incomp/HTR NEC | Rh isoimmunizat-antepart | Rhabdomyolysis | Rheum aortic dis NEC/NOS | Rheum aortic sten/insuff | Rheum fev w/o hrt involv | Rheum pulmon valve dis | Rheumat aortic stenosis | Rheumatic aortic insuff | Rheumatic heart dis NEC | Rheumatic heart dis NOS | Rheumatic heart failure | Rheumatic mitral insuff | Rheumatoid arthritis | Rheumatoid lung | Rhinitis due to pollen | Rhinovirus infect NOS | Rib & sternum anomal NEC | Rickettsiosis NOS | Ridden animal acc-rider | Ritter's disease | Roller skate,skateboard | Rosacea | Rotator cuff dis NEC | Rotator cuff rupture | Rotator cuff synd NOS | Routin child health exam | Routine circumcision | Rt bbb/lft ant fasc blk | Rt bbb/lft post fasc blk | Rt bundle branch block | Rt proc-wrong side/part | Running | Rupt abd aortic aneurysm | Rupt exten tendon hand | Ruptur thoracic aneurysm | Rupture eye w tissu loss | Rupture of artery | Rupture uterus NOS-deliv | SIRS, NOS | SIRS-noninf w ac org dys | SIRS-noninf w/o ac or ds | Sacral spinal cord injur | Sacroiliitis NEC | Saddle embol pulmon art | Salivary gland abscess | Salivary gland dis NEC | Salivary gland dis NOS | Salivary secretion dis | Salmonella enteritis | Salmonella infection NEC | Salmonella infection NOS | Salmonella septicemia | Salpingo-oophoritis NOS | Sarcoidosis | Sbrheic infantl drmtitis | Scabies | Scanty menstruation | Scar & fibrosis of skin | Schilder's disease | Schistosomiasis NEC | Schistosomiasis NOS | Schizoaff dis-subch/exac | Schizoaffective dis NOS | Schizoaffective dis-chr | Schizoaffectve dis-remis | Schizoafftv dis-chr/exac | Schizoid personality NOS | Schizoph resid-chro/exac | Schizophr dis resid NOS | Schizophr dis resid-chr | Schizophr dis-chr/exacer | Schizophrenia NEC-unspec | Schizophrenia NOS-chr | Schizophrenia NOS-unspec | Schizophreniform dis NOS | Schizotypal person dis | Schmorl's nodes NOS | Schwannomatosis | Sciatic nerve lesion | Sciatica | Scleritis NEC | Scleritis NOS | Sclerosing mesenteritis | Scndhnd tbcco smoke | Scoliosis NEC | Scoliosis in oth dis | Screen malig neop-colon | Screen-blood dis NOS | Screen-cardiovasc NEC | Screening-pulmonary TB | Sebaceous cyst | Sebaceous gland dis NEC | Sebaceous gland dis NOS | Sebrrheic dermatitis NEC | Sebrrheic dermatitis NOS | Sec DM ketoacd uncntrld | Sec DM neuro nt st uncn | Sec DM ophth nt st uncn | Sec DM oth nt st uncontr | Sec DM other uncontrld | Sec DM unsp nt st uncon | Sec DM unsp uncontrold | Sec DM wo cmp nt st uncn | Sec DM wo comp uncontrld | Sec hypercoagulable st | Sec hyperparathyrd-renal | Sec hyprprthyrd nonrenal | Sec mal neo GI NEC | Sec mal neo brain/spine | Sec mal neo mediastinum | Sec mal neo peritoneum | Sec malig neo lg bowel | Sec malig neo nerve NEC | Sec malig neo resp NEC | Sec malig neo sm bowel | Sec malig neo urin NEC | Sec neuroend tu dist lym | Sec neuroend tu oth site | Sec neuroend tumor-liver | Sec neuroendo tu-periton | Sec neuroendo tumor-bone | Sec thrombocytpenia NEC | Sec uterine inert-deliv | Second cardiomyopath NOS | Second hypertension NEC | Second malig neo adrenal | Second malig neo breast | Second malig neo genital | Second malig neo kidney | Second malig neo liver | Second malig neo ovary | Second malig neo pleura | Secondary Merkel cell ca | Secondary malig neo NEC | Secondary malig neo bone | Secondary malig neo lung | Secondary malig neo skin | Secondary parkinsonism | Secondary polycythemia | Secondary syphilis NOS | Secondary/recur hemorr | Secondry iritis, infect | Secundum atrial sept def | Sed,hyp,anxiolyt dep-NOS | Sed,hyp,anxiolyt dep-con | Sed,hyp,anxiolytc ab-NOS | Sed,hyp,anxiolytc ab-con | Sed,hyp,anxiolytc ab-rem | Selective ig defic NEC | Selective iga immunodef | Seminal vesiculitis | Senile delirium | Senile dementia uncomp | Senile nuclear cataract | Senile osteoporosis | Sensonrl hear loss,bilat | Sensorneur hear loss NOS | Sensorneur hear loss uni | Sensory hear loss,unilat | Sensory retina dystrophy | Sepsis | Septal closure anom NEC | Septal closure anom NOS | Septic arterial embolism | Septic myocarditis | Septic pulmonary embolsm | Septic shock | Septicemia NEC | Septicemia NOS | Seroma complicting proc | Serous retina detachment | Serratia septicemia | Sev intellect disability | Sev nonprolf db retinoph | Sev preeclamp-del w p/p | Sev preeclamp-postpartum | Severe birth asphyxia | Severe preeclamp-deliver | Severe sepsis | Severe stage glaucoma | Sft tisue - kpsi's srcma | Shigella flexneri | Shigella infection NEC | Shigellosis NOS | Shldr/upper arm inj NOS | Shock NOS | Shock w/o trauma NEC | Short stature | Shortness of breath | Shoulder region dis NEC | Sialoadenitis | Sialolithiasis | Sicca syndrome | Sickle cell disease NOS | Sickle-cell trait | Sigmoid colon inj-closed | Sigmoid colon inj-open | Silica pneumocon NEC | Simple chr bronchitis | Simple schizophren-chr | Singl livebrn-before adm | Single lb in-hosp w cs | Single lb in-hosp w/o cs | Sinoatrial node dysfunct | Situs inversus | Sixth nerve palsy | Skew deviation, eye | Ski,snow brd,sled,tobagn | Skin - kaposi's sarcoma | Skin anomaly NEC | Skin disorder NOS | Skin disorders NEC | Skin hypertro/atroph NEC | Skin hypertro/atroph NOS | Skin sensation disturb | Sleep apnea NOS | Sleep disturbance NOS | Sleep disturbances NEC | Sleep hypovent oth dis | Sleep stage dysfunc NEC | Slow transt constipation | Slowing urinary stream | Small intest inj NEC-cl | Small intest inj NEC-opn | Small intest inj NOS-cl | Small intest inj NOS-opn | Smell & taste disturb | Snow veh acc-driver | Social maladjustment | Soft tissue anomaly NEC | Soft tissue disord NOS | Soft tissue disorder NEC | Solid/liq pneumonit NEC | Solitary pulmonry nodule | Somatoform disorders NEC | Spasm of conjugate gaze | Spasm of muscle | Spec anom of eyelid NEC | Spec lacrimal pass anom | Specfied cong anomal NEC | Special symptom NEC/NOS | Spectator at event | Speech disturbance NEC | Speech/language dis NEC | Spf sts - kpsi's sarcoma | Spin bif w hydrceph-cerv | Spin bif w hydrceph-lumb | Spin bif w hydroceph NOS | Spin cord inj-mult site | Spin sten,lumbr w claud | Spin sten,lumbr wo claud | Spina bifida | Spina bifida occulta | Spina bifida-lumbar | Spinal cord anomaly NEC | Spinal cord disease NOS | Spinal cord injury NOS | Spinal disorders NEC | Spinal muscl atrophy NOS | Spinal stenosis NOS | Spinal stenosis-oth site | Spinal stenosis-thoracic | Spinal vessel anomaly | Spinocerebellar dis NEC | Spinocerebellar dis NOS | Spleen capsular tear | Spleen capsular tear-opn | Spleen disease NEC | Spleen disease NOS | Spleen disruption-clos | Spleen disruption-open | Spleen hematoma-closed | Spleen hematoma-open | Spleen injury NEC-closed | Spleen injury NOS-closed | Spleen injury NOS-open | Spleen parenchyma lacer | Spleen parnchym lac-opn | Splenic artery aneurysm | Splenic sequestration | Splenomegaly | Spon ab w pelv damag-inc | Spon abor w pelv inf-inc | Spon abort uncompl-inc | Spon abort w hemorr-comp | Spon abort w hemorr-inc | Spon abort w shock-inc | Spond compr lumb sp cord | Spond compr thor sp cord | Spondylolisthesis | Spondylos NOS w/o myelop | Spondylosis NOS w myelop | Spont tens pneumothorax | Spontan bact peritonitis | Spontaneous ecchymoses | Sports acc w sub fall | Sports acc w/o sub fall | Sports,athletics NEC | Sprain NEC | Sprain acromioclavicular | Sprain cruciate lig knee | Sprain distal tibiofibul | Sprain elbow/forearm NEC | Sprain hip & thigh NEC | Sprain hip & thigh NOS | Sprain lateral coll lig | Sprain lumbar region | Sprain lumbosacral | Sprain medial collat lig | Sprain metatarsophalang | Sprain of ankle NEC | Sprain of ankle NOS | Sprain of back NOS | Sprain of knee & leg NEC | Sprain of knee & leg NOS | Sprain of neck | Sprain of wrist NEC | Sprain of wrist NOS | Sprain rotator cuff | Sprain sacroiliac | Sprain sacroiliac NOS | Sprain shoulder/arm NEC | Sprain shoulder/arm NOS | Sprain supraspinatus | Sprain thoracic region | Sprain ulnar collat lig | Spstc hmiplg nondmnt sde | Spstc hmiplga domnt side | Spstc hmiplga unspf side | Sqam cell ca sclp/skn nk | Sqam cell ca skn low lmb | Sqm cel skn face NEC/NOS | Squam cell ca skin ear | Staph pneumonia NEC | Staphylcocc septicem NEC | Staphylcocc septicem NOS | Staphylococc enteritis | Staphylococc meningitis | Staphylococcal pneu NOS | Staphylococcus unspcfied | Stat ob w/o sub fall NEC | Stat obj w sub fall NEC | Status amput above elbow | Status amput above knee | Status amput below elbow | Status amput below knee | Status amput foot | Status amput great toe | Status amput hand | Status amput oth fingers | Status amput othr toe(s) | Status amput thumb | Status amput up lmb NOS | Status autm crd dfbrltr | Status cardiac pacemaker | Status oth spcf crdc dvc | Status-post ptca | Stenosis of larynx | Sterilization | Stevens-Johnson syndrome | Stevens-Johnson-TEN syn | Stiff-man syndrome | Stomach function dis NEC | Stomach function dis NOS | Stomach injury-closed | Stomach injury-open | Stomach ulcer NOS | Stomach ulcer NOS-obstr | Stomatitis/mucositis NOS | Stomatits & mucosits NEC | Strabismic amblyopia | Straig amin-acid met NEC | Straining on urination | Strep sore throat | Streptococcal meningitis | Streptococcal pneumn NOS | Streptococcal septicemia | Streptococcus group a | Streptococcus group b | Streptococcus group c | Streptococcus group g | Streptococcus unspecf | Streptococus carrier NEC | Stress fx femoral neck | Stress fx tibia/fibula | Stress incontinence male | Stress react, emotional | Stress react, psychomot | Stress reaction, fugue | Striae atrophicae | Stricture of artery | Stricture of ureter | Stricture of vagina | Stridor | Strongyloidiasis | Struck by falling object | Subac dyskinesa d/t drug | Subacute delirium | Subarach hem w opn wound | Subarach hem-brief coma | Subarach hem-coma NOS | Subarach hem-concussion | Subarach hem-deep coma | Subarach hem-mod coma | Subarach hem-prolng coma | Subarachnoid hem-no coma | Subarachnoid hemorrhage | Subclavian aneurysm | Subclavian steal syndrom | Subcondyl fx mandib-open | Subcondylar fx mandib-cl | Subdural hem w/o coma | Subdural hem-brief coma | Subdural hem-concussion | Subdural hem-deep coma | Subdural hem-prolng coma | Subdural hemorr-coma NOS | Subdural hemorr-mod coma | Subdural hemorrhage | Subendo infarct, initial | Subendo infarct, subseq | Submucous leiomyoma | Subserous leiomyoma | Substance abuse-family | Subtrochanteric fx-close | Subtrochanteric fx-open | Sudden visual loss | Suffocation NEC | Suffocation-lack of air | Suicidal ideation | Sulph amino-acid met dis | Sup glenoid labrm lesion | Superf inj hand NEC-inf | Superfic foreign bdy NEC | Superfic inj head NEC | Superfic inj periocular | Superfic phlebitis-leg | Superficial inj cornea | Superficial inj eye NEC | Superficial injury NEC | Suppur otitis media NOS | Suppurat peritonitis NEC | Supracondyl fx femur-cl | Supracondyl fx femur-opn | Supracondyl fx humer-opn | Supraglottis w obstr NOS | Supraglottis w/o obs NOS | Suprcondyl fx humerus-cl | Suprv high-risk preg NOS | Surfce-topic/infilt anes | Surg comp - hypertension | Surg comp nerv systm NEC | Surg comp-peri vasc syst | Surg compl-body syst NEC | Surg compl-heart | Surg compl-urinary tract | Surg complication - cns | Surgical complicat NOS | Surgical convalescence | Swallowed blood syndrome | Swelling in head & neck | Swelling of limb | Swelling or mass of eye | Swimming | Swimming accident NOS | Symbolic dysfunction NEC | Sympt fem climact state | Sympt state w artif meno | Symptoms in breast NEC | Syncope and collapse | Syndactyl fing-no fusion | Syndactyl toe-no fusion | Syndactyly, multiple/NOS | Synov/tend/bursa dis NEC | Synov/tend/bursa dis NOS | Synovial cyst NOS | Synovitis NEC | Synovitis NOS | Syphilis NOS | Syphilitic aortitis | Syphilitic iridocyclitis | Syringomyelia | Syst lupus erythematosus | Syst rheum arthritis NEC | Syst sclerosis lung dis | Syst/diast hrt fail NOS | Systemic sclerosis | Systolic hrt failure NOS | Szry dis unsp xtrndl org | T1-t6 fx-cl/ant cord syn | T1-t6 fx-cl/cen cord syn | T1-t6 fx-cl/com cord les | T1-t6 fx-cl/cord inj NEC | T1-t6 fx-cl/cord inj NOS | T1-t6 fx-op/com cord les | T1-t6 spin cord inj NEC | T7-t12 fx-cl/com crd les | T7-t12 fx-cl/crd inj NEC | T7-t12 fx-cl/crd inj NOS | T7-t12 fx-op/crd inj NEC | T7-t12 spin cord inj NEC | T7-t12 spin cord inj NOS | TB brain abscess-unspec | TB lung w cavit-micro dx | TB meningitis-cult dx | TB meningitis-unspec | TB of bronchus-oth test | TB of vertebra-cult dx | TB of vertebra-histo dx | TB peritonitis-exam unkn | TB peritonitis-histo dx | TB pleurisy-histolog dx | TB pneumonia-cult dx | TB sp crd absc-cult dx | TB thorax node-histo dx | TMJ disorders NOS | TPA adm status 24 hr pta | Tabes dorsalis | Tachycardia NOS | Tachypnea | Tackle football | Takayasu's disease | Takotsubo syndrome | Talipes NOS | Talipes equinovarus | Talipes valgus | Talipes varus | Tarsal tunnel syndrome | Tear film insuffic NOS | Tear lat menisc knee-cur | Tear med menisc knee-cur | Tear meniscus NEC-curren | Temporal sclerosis | Tenosynov hand/wrist NEC | Tenosynovitis foot/ankle | Tension headache | Termination of pregnancy | Testicular hypofunc NEC | Tetanus toxoid inoculat | Tetany | Tetralogy of fallot | Thalassemia NEC | Thalassemia minor | Thalassemia, unspecified | Therapeutic drug monitor | Thiamine defic NEC/NOS | Third-stage hem-postpart | Thlasema Hb-S w/o crisis | Thor disc dis w myelopat | Thoracic aortic aneurysm | Thoracic aortic ectasia | Thoracic aortic embolism | Thoracic disc degen | Thoracic disc displacmnt | Thoracic spondylosis | Thoracoabd aneurysm rupt | Thoracoabd aortc ectasia | Thoracogenic scoliosis | Thoracoscop conv to open | Thracabd anurysm wo rupt | Thrd-stage hem-del w p/p | Throat pain | Thromboangiit obliterans | Thrombocytopathy | Thrombocytopenia NOS | Thrombophlebitis NEC | Thrombophlebitis NOS | Thrombophlebitis leg NOS | Thrombophlebitis migrans | Thrombosis NEC-antepart | Thrombosis NEC-postpart | Thrombot microangiopathy | Thrt prem labor-antepart | Thrush | Thyroid dysfunc-antepart | Thyroid dysfunc-deliver | Thyroid dysfunc-postpart | Thyroiditis NOS | Thyrotox NOS no crisis | Thyrotox NOS w crisis | Thyrotox orig NEC w cris | Thyrtox orig NEC no cris | Tibialis tendinitis | Tietze's disease | Tinnitus NOS | Tk off/land-aircraft NEC | Tobacco use dis-antepart | Tobacco use dis-postpart | Tobacco use disorder | Tongue anomaly NEC | Tongue anomaly NOS | Tongue disorder NEC | Tongue tie | Tooth eruption disturb | Topical med dermatitis | Torsion of ovary or tube | Torsion of testis NOS | Torticollis NOS | Torus fx tibia/fibula | Tot anom pulm ven connec | Tot impairment-both eyes | Total third nerve palsy | Tourette's disorder | Tox dif goiter no crisis | Tox dif goiter w crisis | Tox eff carbon monoxide | Tox eff nonmed subst NEC | Tox eff nonmed subst NOS | Tox eff organphos/carbam | Tox multnod goit no cris | Tox multnod goit w cris | Tox nod goiter no crisis | Tox uninod goit no cris | Tox w old hyper-postpart | Tox w old hyperten-deliv | Toxic eff caustic alkali | Toxic eff ethyl alcohol | Toxic eff gas/vapor NEC | Toxic eff gas/vapor NOS | Toxic eff isopropyl alc | Toxic eff nonpetrol solv | Toxic eff pesticides NEC | Toxic effect acids | Toxic effect alcohol NOS | Toxic effect arsenic | Toxic effect caustic NOS | Toxic effect cyanides | Toxic effect metals NEC | Toxic effect mushrooms | Toxic effect venom | Toxic encephalopathy | Toxic epidrml necrolysis | Toxic erythema | Toxic gastroenteritis | Toxic myelitis | Toxic myocarditis | Toxic myopathy | Toxic shock syndrome | Toxoplasm meningoenceph | Toxoplasmosis NOS | Toxoplasmosis site NEC | Trachea & bronch dis NEC | Tracheoesophageal fstula | Tracheostomy - mech comp | Tracheostomy comp NEC | Tracheostomy comp NOS | Tracheostomy infection | Tracheostomy status | Traff acc NOS-mcycl psgr | Traffic acc NOS-driver | Traffic acc NOS-motcycl | Traffic acc NOS-pasngr | Traffic acc NOS-ped cycl | Traffic acc NOS-pedest | Traffic acc NOS-pers NOS | Trans alter awareness | Trans cereb ischemia NEC | Trans cereb ischemia NOS | Trans hyperten-antepart | Trans hyperten-delivered | Trans hyperten-postpart | Trans-sexualism NOS | Transfsn rel ac lung inj | Transfsn w circ overload | Transfusion reaction NEC | Transient arterial occlu | Transient global amnesia | Transient hemat dis NEC | Transient mental dis NEC | Transient mental dis NOS | Transient met dis NB NOS | Transient visual loss | Transitory ileus of NB | Transmission machine acc | Transverse colon inj-cl | Transverse colon inj-opn | Transverse defic arm | Transverse defic leg | Traum arthropathy-l/leg | Traum arthropathy-pelvis | Traum hemothorax-closed | Traum hemothorax-open | Traum pneumohemothor-cl | Traum pneumohemothor-opn | Traum pneumothorax-close | Traum pneumothorax-open | Traum subarachnoid hem | Traum subcutan emphysema | Traum urethral stricture | Trauma comp synd low ext | Trauma comp synd up ext | Trauma compart synd NEC | Trauma compart synd abd | Traumatic anuria | Traumatic brain hem NEC | Traumatic extradural hem | Traumatic shock | Traumatic spondylopathy | Traumatic subdural hem | Tremor NEC | Trichomonal urethritis | Trichomonal vaginitis | Trichuriasis | Tricuspid valve disease | Trifascicular block | Trigeminal nerve dis NOS | Trigeminal neuralgia | Trigger finger | Trnspl status organ NEC | Trnspl status-bne marrow | Trnspl status-intestines | Trnspl status-pancreas | Trnsplnt orgn rem status | Trochanteric fx NOS-clos | Trochanteric fx NOS-open | Trspl sts-perip stm cell | True post infarct, init | Trunk injury-sites NEC | Tubal endometriosis | Tubal ligation status | Tubal preg w intra preg | Tubal preg w/o intra prg | Tubal/broad lig anom NEC | Tuberculosis contact | Tuberous sclerosis | Tubrcloma brain-histo dx | Tularemia NEC | Tumor lysis syndrome | Twin NOS-before admissn | Twin gest-dich/diamniotc | Twin pregnancy-delivered | Twin, mate lb-before adm | Twin-mate lb-hosp w/o cs | Twin-mate lb-in hos w cs | Twin-mate sb-hosp w cs | Twin-mate sb-hosp w/o cs | Ulc esophagus w/o bleed | Ulcer esophagus w bleed | Ulcer of ankle | Ulcer of calf | Ulcer of heel & midfoot | Ulcer of lower limb NOS | Ulcer of thigh | Ulcer oth part low limb | Ulcer other part of foot | Ulceration of intestine | Ulceration of vulva NOS | Ulcerative enterocolitis | Ulcerative ileocolitis | Ulcerative proctitis | Ulceratve colitis unspcf | Ulcertve prctosigmoidtis | Ulnar nerve lesion | Umbil cond NEC aff NB | Umbilical artery absence | Umbilical hernia | Umbilical hernia w gangr | Umbilical hernia w obstr | Unarmed fight or brawl | Unc beh neo brain/spinal | Unc beh neo nerv sys NEC | Unc behav neo GI NEC | Unc behav neo bladder | Unc behav neo bone | Unc behav neo intestine | Unc behav neo kidney | Unc behav neo larynx | Unc behav neo liver | Unc behav neo lung | Unc behav neo meninges | Unc behav neo ovary | Unc behav neo paragang | Unc behav neo peritoneum | Unc behav neo pineal | Unc behav neo pituitary | Unc behav neo pleura | Unc behav neo skin | Unc behav neo soft tissu | Uncert behav neo uterus | Uncert behavior neo NEC | Undescended testis | Undet circ-cut instrumnt | Undet fall structure NEC | Undet pois-med agnt NEC | Undet pois-med agnt NOS | Undeter circ-firearm NEC | Undeter pois-sol/liq NEC | Undeterm circ-burn, fire | Undeterm pois-analgesics | Undeterm pois-barbiturat | Undeterm pois-psychotrop | Undetermin circ-handgun | Undetermin circumst NEC | Undetermin circumst NOS | Undetermin poison-co NEC | Unemployment | Unequal leg length | Unil cleft palat/lip-com | Unil cleft palat/lip-inc | Unil femoral hern w gang | Unil femoral hern w obst | Unilat cleft lip-imcompl | Unilat cleft palate-inc | Unilat femoral hernia | Unilat ing hernia w gang | Unilat ing hernia w obst | Unilat inguinal hernia | Unilateral small kidney | Univrsl ulcertve colitis | Uns lym leu wo ach rmsn | Uns my leu wo ach rmsn | Unsp ds conjuc viruses | Unsp hemiplga domnt side | Unsp hemiplga unspf side | Unsp hmiplga nondmnt sde | Unsp lym unsp xtrndl org | Unsp rflx sympth dystrph | Unspcf anm jaw cranl bse | Unspcf anomaly jaw size | Unspf acq deformity head | Upper GI anomaly NEC | Upper GI anomaly NOS | Upper extremity aneurysm | Upper extremity embolism | Upper limb anomaly NEC | Upper limb anomaly NOS | Upper resp dis NEC/NOS | Upr limb vessel anomaly | Ureter injury-closed | Ureteral anomaly NEC | Ureteral fistula | Ureteric obstruction NEC | Urethr strict:infect NOS | Urethral abscess | Urethral calculus | Urethral caruncle | Urethral discharge | Urethral false passage | Urethral fistula | Urethral stricture NEC | Urethral stricture NOS | Urethritis NEC | Urge incontinence | Urgency of urination | Uric acid nephrolithias | Urin tract infection NOS | Urin-genital fistul, fem | Urinary anomaly NOS | Urinary calculus NOS | Urinary frequency | Urinary hesitancy | Urinary incontinence NOS | Urinary obstruction NEC | Urinary obstruction NOS | Urinostomy status NEC | Urogenital trichomon NEC | Urticaria NEC | Urticaria NOS | Uterine endometriosis | Uterine inflam dis NOS | Uterine leiomyoma NOS | Uterine prolapse | Uterine tumor-delivered | Uterine tumor-postpartum | Uterovag prolaps-complet | Uterovag prolaps-incompl | Utervaginal prolapse NOS | Vac-dis combinations NEC | Vaccin for disease NEC | Vaccin for dtp + polio | Vaccin for dtp + tab | Vaccin for influenza | Vaccin for leishmaniasis | Vaccin for poliomyelitis | Vaccin for rabies | Vaccination for DTP-DTaP | Vaccination for RSV | Vaccination for Td-DT | Vaccn/inoc viral dis NEC | Vacuum extrac del aff NB | Vaginal wall prolpse NOS | Vaginismus | Vaginitis NOS | Varic vein leg,comp NEC | Varicella complicat NEC | Varicella pneumonitis | Varicella uncomplicated | Varices of other sites | Varicos leg ulcer/inflam | Vasc comp med care NEC | Vasc comp mesenteric art | Vasc comp renal artery | Vasc dementia w delirium | Vasc dementia w delusion | Vasc dementia w depressn | Vasc insuff intest NOS | Vascular comp vessel NEC | Vascular dementia,uncomp | Vascular disorder, penis | Vascular hamartomas | Vascular myelopathies | Vasectomy status | Venereal dis contact | Venomous spider bite | Venous insufficiency NOS | Venous thrombosis NOS | Ventltr assoc pneumonia | Ventral hernia NEC | Ventral hernia NOS | Ventricular fibrillation | Ventricular flutter | Ventricular sept defect | Ventricular shunt status | Vert fx NOS-cl w crd inj | Vertbrobaslr artery synd | Vertebral artery syndrom | Vertebral fx NOS-closed | Vertiginous synd NOS | Vertigo | Vescouretrl rflux unspcf | Vestibular neuronitis | Villonod synovit-l/leg | Viral arthritis-pelvis | Viral conjunctivitis NEC | Viral dis contact NEC | Viral encephalitis NEC | Viral encephalitis NOS | Viral enteritis NOS | Viral exanthemata NEC | Viral exanthemata NOS | Viral hepat NOS w/o coma | Viral infection NOS | Viral meningitis NEC | Viral meningitis NOS | Viral pneumonia NEC | Viral pneumonia NOS | Viral warts NOS | Viremia NOS | Vis/ultraviol lght expos | Visceral aneurysm NEC | Visceral herpes simplex | Visible peristalsis | Visual discomfort | Visual distortions NEC | Visual disturbance NOS | Visual disturbances NEC | Visual field defect NEC | Visual field defect NOS | Visual loss NOS | Visual loss, one eye NOS | Visuospatial deficit | Vitamin D deficiency NOS | Vitamin Deficiency NOS | Vitamin b deficiency NOS | Vitiligo | Vitreous degeneration | Vitreous hemorrhage | Vitreous opacities NEC | Vocal cord disease NEC | Vocal cord paralysis NOS | Vocal cord/larynx polyp | Vocal paral bilat part | Vocal paral bilat total | Vocal paral unilat part | Vocal paral unilat total | Voice/resonance dis NEC | Volume depletion NOS | Volvulus of intestine | Vomiting alone | Vomiting of fecal matter | Vomiting post-gi surgery | Von willebrand's disease | Vrnt mgrn wo ntr mgr NEC | Vscourtl rflx w npht NOS | Vscurt rflx npht uniltrl | Vulvodynia NOS | Vulvr intraepth neopl II | W/craft fall NEC-power | W/crft fall NEC-pers NEC | Wait adm to oth facility | Walking an animal | Walking,marching,hiking | Wandering-dis elsewhere | Water ski/wake boarding | Water-skiing accident | Watercraft acc NEC-power | Watercraft acc NEC-skier | Wbc disease NEC | Wbc disease NOS | Wegener's granulomatosis | West Nile Fever w/enceph | West Nile neuro man NEC | Wheelchair dependence | Wheezing | Whooping cough NEC | Woodworking machine acc | Wound disruption NOS | Wrist drop | Wrng temp in applic/pack | Wrong fluid in infusion | Wtrcraft fall NEC-pasngr | Wtrcraft fall NOS-pasngr | Zoonotic bact dis NOS | Zygomycosis |
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| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
feat_sub1_df.shape
(58925, 6770)
feat_sub2_df = pd.read_sql('''SELECT a.HADM_ID, a.ADMISSION_TYPE, b.gender
FROM ADMISSIONS a
INNER JOIN PATIENTS b on a.SUBJECT_ID = b.SUBJECT_ID''',conn)
feat_sub2_df = pd.get_dummies(feat_sub2_df)
feat_sub2_df.head()
| HADM_ID | ADMISSION_TYPE_ELECTIVE | ADMISSION_TYPE_EMERGENCY | ADMISSION_TYPE_NEWBORN | ADMISSION_TYPE_URGENT | GENDER_F | GENDER_M | |
|---|---|---|---|---|---|---|---|
| 0 | 165315 | 0 | 1 | 0 | 0 | 1 | 0 |
| 1 | 152223 | 1 | 0 | 0 | 0 | 0 | 1 |
| 2 | 124321 | 0 | 1 | 0 | 0 | 0 | 1 |
| 3 | 161859 | 0 | 1 | 0 | 0 | 0 | 1 |
| 4 | 129635 | 0 | 1 | 0 | 0 | 0 | 1 |
feat_sub2_df.shape
(58976, 7)
feat_df = pd.merge(feat_sub1_df, feat_sub2_df, left_on=['HADM_ID'], right_on=['HADM_ID'], how='inner')
feat_df.head()
| HADM_ID | "ventilation" pneumonit | 1st deg burn back | 1st deg burn leg-mult | 2 deg burn back of hand | 24 comp weeks gestation | 25-26 comp wks gestation | 27-28 comp wks gestation | 29-30 comp wks gestation | 2nd deg burn arm NOS | 2nd deg burn back | 2nd deg burn face NEC | 2nd deg burn finger | 2nd deg burn foot | 2nd deg burn forearm | 2nd deg burn hand NOS | 2nd deg burn lower leg | 2nd deg burn mult finger | 2nd deg burn mult site | 2nd deg burn neck | 2nd deg burn palm | 2nd deg burn scalp | 2nd deg burn shoulder | 2nd deg burn upper arm | 31-32 comp wks gestation | 33-34 comp wks gestation | 35-36 comp wks gestation | 37+ comp wks gestation | 3rd deg burn back | 3rd deg burn chest wall | 3rd deg burn elbow | 3rd deg burn foot | 3rd deg burn low leg | 3rd deg burn shoulder | 3rd deg burn thigh | 40-49% bdy brn/3 deg NOS | 50-59% bdy brn/3 deg NOS | <24 comp wks gestation | AMI NEC, initial | AMI NEC, subsequent | AMI NOS, initial | AMI NOS, subsequent | AMI NOS, unspecified | AMI anterior wall, init | AMI anterior wall,subseq | AMI anterior wall,unspec | AMI anterolateral, init | AMI anterolateral,subseq | AMI anterolateral,unspec | AMI inferior wall, init | AMI inferior wall,subseq | AMI inferior wall,unspec | AMI inferolateral, init | AMI inferolateral,subseq | AMI inferolateral,unspec | AMI inferopost, initial | AMI inferopost, subseq | AMI lateral NEC, initial | Ab ftl hrt rt/rh b/f lab | Ab ftl hrt rt/rh dur lab | Ab ftl hrt rt/rhy NOS | Ab mammogram NOS | Abdmnal mass generalized | Abdmnal mass lft up quad | Abdmnal mass lt lwr quad | Abdmnal mass oth spcf st | Abdmnal mass rt lwr quad | Abdmnal mass rt upr quad | Abdmnal mass unspcf site | Abdmnal pain epigastric | Abdmnal pain generalized | Abdmnal pain lft up quad | Abdmnal pain lt lwr quad | Abdmnal pain oth spcf st | Abdmnal pain periumbilic | Abdmnal pain rt lwr quad | Abdmnal pain rt upr quad | Abdmnal pain unspcf site | Abdmnal rgdt generalized | Abdmnal rgdt unspcf site | Abdmnal tndr rt upr quad | Abdmnal tndr unspcf site | Abdom aortic aneurysm | Abdominal actinomycosis | Abdominal aortic ectasia | Abn amnion NEC aff NB | Abn auditory funct study | Abn basal metabol study | Abn blood chemistry NEC | Abn cardiovasc study NEC | Abn clinical finding NEC | Abn cns funct study NEC | Abn cns funct study NOS | Abn electroencephalogram | Abn endocrine study NEC | Abn find-body subst NEC | Abn find-stool contents | Abn finding-breast NEC | Abn fnd-cerebrospinal fl | Abn ftl hrt rate/rhy-del | Abn function study NEC | Abn gland pap smr vagina | Abn glandular pap smear | Abn glucose toler-deliv | Abn glucose-antepartum | Abn glucose-postpartum | Abn involun movement NEC | Abn kidney funct study | Abn liver function study | Abn pap cervix HPV NEC | Abn pelv tis obstr-deliv | Abn plac NEC/NOS aff NB | Abn pulmonary func study | Abn pupil function NOS | Abn reac-organ rem NEC | Abn react-anastom/graft | Abn react-artif implant | Abn react-blood sampling | Abn react-cardiac cath | Abn react-external stoma | Abn react-fluid aspirat | Abn react-gastric sound | Abn react-limb amputat | Abn react-org transplant | Abn react-plast surg NEC | Abn react-procedure NEC | Abn react-procedure NOS | Abn react-radiotherapy | Abn react-renal dialysis | Abn react-shock therapy | Abn react-surg proc NEC | Abn react-surg proc NOS | Abn react-urinary cath | Abn serum enzy level NEC | Abn thyroid funct study | Abn toxicologic finding | Abn urine findings NEC | Abn uterus NEC-delivered | Abn uterus NEC-postpart | Abnorm echoencephalogram | Abnorm electrocardiogram | Abnorm innervation synd | Abnorm secretion gastrin | Abnormal RBC NEC | Abnormal findings NEC | Abnormal glucose NEC | Abnormal granulation NEC | Abnormal loss of weight | Abnormal reflex | Abnormal sputum | Abnormal weight gain | Abnormalities of hair | Abnormality of gait | Abnorml tumor marker NEC | Abnrml coagultion prfile | Abrasion NEC | Abrasion NEC-infected | Abrasion foot & toe | Abrasion foot/toe-infec | Abrasion forearm | Abrasion hand | Abrasion head | Abrasion hip & leg | Abrasion hip/leg-infect | Abrasion shoulder/arm | Abrasion trunk | Abscess of appendix | Abscess of eyelid | Abscess of liver | Abscess of lung | Abscess of mediastinum | Abscess of prostate | Abscess of thymus | Abscess of vulva NEC | Absence of menstruation | Abuse by fther/stpfth/bf | Ac DVT/emb distl low ext | Ac DVT/emb prox low ext | Ac DVT/embl low ext NOS | Ac DVT/embl up ext | Ac alcohol intox-contin | Ac alcohol intox-episod | Ac alcohol intox-remiss | Ac alcohol intox-unspec | Ac alcoholic hepatitis | Ac apical periodontitis | Ac append w peritonitis | Ac cerebrovasc insuf NOS | Ac diastolic hrt failure | Ac dilation of stomach | Ac duoden ulc perf-obstr | Ac duoden ulc w hem-obst | Ac duoden ulc w hem/perf | Ac duodenal ulcer w hem | Ac duodenal ulcer w perf | Ac embl internl jug vein | Ac embl subclav veins | Ac embl suprfcl up ext | Ac embl thorac vein NEC | Ac emblsm axillary veins | Ac emblsm up ext NOS | Ac embolism veins NEC | Ac epiglottitis no obstr | Ac epiglottitis w obstr | Ac ethmoidal sinusitis | Ac frontal sinusitis | Ac graft-versus-host dis | Ac idiopath pericarditis | Ac infect polyneuritis | Ac ischemic hrt dis NEC | Ac kidney fail-del w p/p | Ac kidney fail-postpart | Ac kidny fail, cort necr | Ac kidny fail, medu necr | Ac kidny fail, tubr necr | Ac laryngitis w/o obst | Ac leu un cl wo ach rmsn | Ac lym leuk wo achv rmsn | Ac margin ulc w hem-obst | Ac marginal ulcer NOS | Ac marginal ulcer w hem | Ac marginal ulcer w perf | Ac mastoiditis w/o compl | Ac mastoiditis-compl NEC | Ac maxillary sinusitis | Ac miliary tb-histo dx | Ac miliary tb-micro dx | Ac mono leu wo achv rmsn | Ac myl leuk wo achv rmsn | Ac myocardit in oth dis | Ac nephritis in oth dis | Ac nonsup otitis med NOS | Ac on chr diast hrt fail | Ac on chr syst hrt fail | Ac on chrn grft-vs-host | Ac osteomyelitis NEC | Ac osteomyelitis-ankle | Ac osteomyelitis-hand | Ac osteomyelitis-l/leg | Ac osteomyelitis-mult | Ac osteomyelitis-pelvis | Ac osteomyelitis-shlder | Ac osteomyelitis-up/arm | Ac pelv peritonitis-fem | Ac peptic ulc w perf-obs | Ac peptic ulcer w hemorr | Ac pericardit in oth dis | Ac polio NOS-type NOS | Ac posthemorrhag anemia | Ac proliferat nephritis | Ac pul manif d/t radiat | Ac pyelonephr w med necr | Ac pyelonephritis NOS | Ac rapidly progr nephrit | Ac resp flr fol trma/srg | Ac rheumat hrt dis NEC | Ac salpingo-oophoritis | Ac sphenoidal sinusitis | Ac stom ulc w perf-obst | Ac stomac ulc w hem-obst | Ac stomac ulc w hem/perf | Ac stomach ulcer w hem | Ac stomach ulcer w perf | Ac supp OM w drum rupt | Ac supp otitis media NOS | Ac syst/diastol hrt fail | Ac systolic hrt failure | Ac tracheitis no obstruc | Ac tracheitis w obstruct | Ac uterine inflammation | Ac vasc insuff intestine | Ac/chr rsp flr fol tr/sg | Ac/chr syst/dia hrt fail | Ac/subac bact endocard | Ac/subac endocardit NOS | Acc cut in med care NEC | Acc cut in med care NOS | Acc cut/hem in injection | Acc cut/hem in surgery | Acc cut/hem w catheteriz | Acc cut/hem w heart cath | Acc cut/hem w scope exam | Acc cut/hem-perfusn NEC | Acc on industr premises | Acc pois-oth anti-infect | Acc pois-solid/liq NEC | Acc pois-solid/liq NOS | Acc poisn psychotrop NEC | Acc poisn-alcohol bevrag | Acc poisn-anticholinerg | Acc poisn-anticonvulsant | Acc poisn-benzdiaz tranq | Acc poisn-cardiovasc agt | Acc poisn-cns depres NEC | Acc poisn-isopropyl alc | Acc poisn-local anesthet | Acc poisn-metabol agnt | Acc poisn-muscl/resp agt | Acc poisn-psychstimulant | Acc poisn-skin/eent agnt | Acc poisn-solvents NEC | Acc poisn-sympatholytics | Acc poisn-systemic agent | Acc poisn-tranquilzr NEC | Acc poison-acids | Acc poison-adrenergics | Acc poison-alcohol NOS | Acc poison-analgesic NEC | Acc poison-antibiotics | Acc poison-antidepressnt | Acc poison-arom analgesc | Acc poison-barbiturates | Acc poison-blood agent | Acc poison-cleanser NEC | Acc poison-cleanser NOS | Acc poison-cns stimulant | Acc poison-gas/vapor NEC | Acc poison-gi agent | Acc poison-hallucinogens | Acc poison-heroin | Acc poison-hormones | Acc poison-methadone | Acc poison-mushrooms | Acc poison-opiates NEC | Acc poison-plants NEC | Acc poison-rodenticides | Acc poison-salicylates | Acc poison-sedatives NEC | Acc poison-sedatives NOS | Acc poison-soap products | Acc poisoning-arsenic | Acc poisoning-drug NEC | Acc poisoning-drug NOS | Acc-cutting instrum NEC | Acc-cutting instrum NOS | Acc-hot liquid & steam | Acc-hot tap water | Acc-hypodermic needle | Acc-power hand tool NEC | Acc-powered lawn mower | Accessory auricle | Accessory nerve disorder | Accid in recreation area | Accid in resident instit | Accid on street/highway | Accid punc/op lac dura | Accid-caustic substance | Accid-other hand tools | Accident NEC | Accident NOS | Accident d/t tornado | Accident in home | Accident in place NEC | Accident in place NOS | Accident in public bldg | Accident-paintball gun | Accidental drowning NEC | Accidental drowning NOS | Accidental op laceration | Acetonuria | Achalasia & cardiospasm | Achilles tendinitis | Acidosis | Acne NEC | Acoustic nerve disorders | Acq absence of hip joint | Acq absence of lung | Acq absence of organ NEC | Acq absence of stomach | Acq absence of teeth NOS | Acq absence urinary trct | Acq absnce breast/nipple | Acq absnce cervix/uterus | Acq absnce genital organ | Acq acanthosis nigricans | Acq ankle-foot def NEC | Acq ankle-foot def NOS | Acq arterioven fistula | Acq atrophy ovary & tube | Acq cardiac septl defect | Acq chest deformity | Acq coagul factor defic | Acq deformity NEC | Acq deformity of toe NEC | Acq deformity of toe NOS | Acq equinovarus | Acq equinus deformity | Acq esophag diverticulum | Acq finger deformity NEC | Acq finger deformity NOS | Acq hemolytic anemia NOS | Acq hip deformity NOS | Acq knee deformity NEC | Acq nasolacrml stenosis | Acq nose deformity | Acq part absnce pancreas | Acq pelvic deformity | Acq pyloric stenosis | Acq spondylolisthesis | Acq torsion dystonia NEC | Acq total absnc pancreas | Acquire absnce intestine | Acquired absence kidney | Acquired absence of eye | Acquired hemophilia | Acquired hypothyroid NEC | Acrocephalosyndactyly | Acromegaly and gigantism | Act lym leuk w rmsion | Act lymp leuk in relapse | Act myel leuk in relapse | Act myl leuk w rmsion | Acte & chr cholecystitis | Actinic keratosis | Actinomycosis NEC | Activity NEC | Activity NOS | Acu brnchlts d/t oth org | Acu broncholitis d/t RSV | Acute & chronc resp fail | Acute HTR NOS | Acute angl-clos glaucoma | Acute appendicitis NOS | Acute bronchitis | Acute bronchospasm | Acute chest syndrome | Acute cholecystitis | Acute conjunctivitis NOS | Acute cor occlsn w/o MI | Acute cor pulmonale | Acute cystitis | Acute dacryoadenitis | Acute duodenal ulcer NOS | Acute dystonia d/t drugs | Acute endophthalmitis | Acute esophagitis | Acute gastritis w hmrhg | Acute gastrtis w/o hmrhg | Acute gc infect lower gu | Acute gouty arthropathy | Acute interstitial pneum | Acute iridocyclitis NOS | Acute kidney failure NEC | Acute kidney failure NOS | Acute lung edema NOS | Acute lymphadenitis | Acute myelitis NOS | Acute myocarditis NOS | Acute nasopharyngitis | Acute necrosis of liver | Acute nephritis NEC | Acute nephritis NOS | Acute otitis externa NEC | Acute pain NEC | Acute pain due to trauma | Acute pancreatitis | Acute parametritis | Acute pericarditis NEC | Acute pericarditis NOS | Acute periodontitis | Acute petrositis | Acute pharyngitis | Acute post-thoracot pain | Acute postop pain NEC | Acute prostatitis | Acute respiratry failure | Acute rheumatic endocard | Acute rheumatic pericard | Acute sinusitis NOS | Acute stomach ulcer NOS | Acute stress react NEC | Acute stress react NOS | Acute syphil meningitis | Acute tonsillitis | Acute uri NOS | Adenoviral meningitis | Adenovirus infect NOS | Adhesions of iris NOS | Adhesive capsulit shlder | Adhesive pericarditis | Adj cerebral vent shunt | Adj dis-emotion/conduct | Adj nerv syst device NEC | Adjust dis w anxiety/dep | Adjust disor/dis conduct | Adjust neuropacemaker | Adjustment dis w anxiety | Adjustment reaction NEC | Adjustment reaction NOS | Adjustmnt dis w depressn | Administrtve encount NEC | Adrenal disorder NEC | Adrenal disorder NOS | Adrenal gland injury-cl | Adrenal hypofunction NEC | Adrenogenital disorders | Adult emotnl/psych abuse | Adult maltreatment NOS | Adult physical abuse | Adult sexual abuse | Adv eff GI agent NEC | Adv eff analgesic NOS | Adv eff analgesics NEC | Adv eff anallrg/antemet | Adv eff ant pituitary | Adv eff antacids | Adv eff antconvl NEC/NOS | Adv eff anti-parkinson | Adv eff antiasthmatics | Adv eff antibiotic NOS | Adv eff antibiotics NEC | Adv eff anticoagulants | Adv eff antidepressants | Adv eff antifung antbiot | Adv eff antihyperten agt | Adv eff antilipemics | Adv eff antimalarials | Adv eff antimycobac NEC | Adv eff antineop antbiot | Adv eff antineoplastic | Adv eff antinfct NEC/NOS | Adv eff antipsychotc NEC | Adv eff antirheumatics | Adv eff antithyroid agnt | Adv eff antiviral drugs | Adv eff antmycob antbiot | Adv eff antprotazoal NEC | Adv eff arom analgsc NEC | Adv eff autonom agnt NOS | Adv eff barbiturates | Adv eff benzodiaz tranq | Adv eff biologic NEC/NOS | Adv eff blood agent NEC | Adv eff blood products | Adv eff butyrophen tranq | Adv eff card rhyth regul | Adv eff cardiotonics | Adv eff cardiovasc NEC | Adv eff cathartics NEC | Adv eff cephalosporin | Adv eff cholinergics | Adv eff cns muscl depres | Adv eff cns stimulnt NEC | Adv eff coagulants | Adv eff coronary vasodil | Adv eff corticosteroids | Adv eff dietetics | Adv eff diuretics NEC | Adv eff electrolyte agnt | Adv eff emollient/demulc | Adv eff ent anti-inf/drg | Adv eff enzymes NEC | Adv eff erythromycin | Adv eff expectorants | Adv eff fibrinolysis agt | Adv eff gamma globulin | Adv eff gas anesthet NEC | Adv eff gen anes NEC/NOS | Adv eff hormones NEC/NOS | Adv eff hydantoin deriv | Adv eff insulin/antidiab | Adv eff intraven anesth | Adv eff iron & compounds | Adv eff loc anes NEC/NOS | Adv eff loc anti-infectv | Adv eff med/biol NEC/NOS | Adv eff medicinal NEC | Adv eff medicinal NOS | Adv eff methadone | Adv eff musc agt NEC/NOS | Adv eff nerve-block anes | Adv eff non-narc analgsc | Adv eff opiat antagonist | Adv eff opiates | Adv eff ovarian hormones | Adv eff oxazolidin deriv | Adv eff parasympatholytc | Adv eff penicillins | Adv eff phenothiaz tranq | Adv eff post pituitary | Adv eff psychostimulants | Adv eff psychotropic NEC | Adv eff psychotropic NOS | Adv eff purine diuretics | Adv eff quinoline | Adv eff salicylates | Adv eff saluretics | Adv eff sedat/hypnot NEC | Adv eff sedat/hypnot NOS | Adv eff skelet musc relx | Adv eff smooth musc relx | Adv eff spinal anesthet | Adv eff sulfonamides | Adv eff sympatholytics | Adv eff sympathomimetics | Adv eff systemic agt NEC | Adv eff tetracycline | Adv eff topic/infil anes | Adv eff tranquilizer NEC | Adv eff uric acid metab | Adv eff vasodilators NEC | Adv eff viral vacc NEC | Adv eff vitamin k | Adv eff vitamins NEC | Adverse effect NEC | Adverse food react NEC | Aft surg circ syst NEC | Aftcr explantatn jt pros | Aftercare joint replace | Aftercare neoplasm surg | Aftercare organ transplt | Aftercare path fx hip | Aftrcare inj/trauma surg | Aftrcare path fx low arm | Aftrcare path fx low leg | Aftrcare path fx vertebr | Aftrcare traum fx up arm | Aftrcare traum fx up leg | Aftrce traum fx bone NEC | Aftrcre traum fx arm NOS | Aftrcre traum fx low arm | Aftrcre traum fx low leg | Aftrcre traum fx vertebr | Aftrcre traumatic fx hip | Agenesis of lung | Aggres periodontitis NOS | Aggres periodontitis,loc | Agoraphobia w panic dis | Agoraphobia w/o panic | Air embol comp med care | Air embolism | Alchl gastrtis w/o hmrhg | Alchl gstritis w hmrhg | Alcoh dep NEC/NOS-contin | Alcoh dep NEC/NOS-episod | Alcoh dep NEC/NOS-remiss | Alcoh dep NEC/NOS-unspec | Alcoh psy dis w hallucin | Alcohol abuse-continuous | Alcohol abuse-episodic | Alcohol abuse-in remiss | Alcohol abuse-unspec | Alcohol amnestic disordr | Alcohol cirrhosis liver | Alcohol liver damage NOS | Alcohol mental disor NEC | Alcohol persist dementia | Alcohol withdrawal | Alcoholic cardiomyopathy | Alcoholic fatty liver | Alcoholic polyneuropathy | Alcoholism in family | Alexia and dyslexia | Alkalosis | Allerg alveol/pneum NEC | Allerg alveol/pneum NOS | Allerg rhinitis-cat/dog | Allergic purpura | Allergic rhinitis NEC | Allergic rhinitis NOS | Allergic urticaria | Allergy, unspecified | Allrgic gastro & colitis | Alopecia NEC | Alopecia NOS | Alopecia areata | Alpha thalassemia | Alpha-1-antitrypsin def | Alrgc brncpul asprglosis | Alteration of sensations | Altered mental status | Alveol pneumonopathy NEC | Alveol pneumonopathy NOS | Alveolitis of jaw | Alzheimer's disease | Amblyopia NOS | Amer flag/touch football | Amino-acid transport dis | Amnestic disord oth dis | Amniotic embolism-deliv | Amp below elb, unil-comp | Amphetamin depend-contin | Amphetamin depend-remiss | Amphetamin depend-unspec | Amphetamine abuse-contin | Amphetamine abuse-remiss | Amphetamine abuse-unspec | Amput above knee, unilat | Amput abv elb, unil-comp | Amput abv elbow, unilat | Amput abv kn, unil-compl | Amput arm, unil NOS-comp | Amput below elb, unilat | Amput below knee, unilat | Amput foot, unilat-compl | Amputat leg, bilat-compl | Amputat stump compl NEC | Amputation finger | Amputation finger-compl | Amputation foot, unilat | Amputation thumb | Amputation thumb-compl | Amyloidosis NEC | Amyloidosis NOS | Amyotrophic sclerosis | Anaerobic septicemia | Anal & rectal abscess | Anal & rectal polyp | Anal fissure | Anal fistula | Anal or rectal pain | Anal spasm | Anaphyl d/t adm bld/prod | Anaplastic lymph xtrndl | Anemia NEC | Anemia NOS | Anemia d/t antineo chemo | Anemia in chr kidney dis | Anemia in neoplastic dis | Anemia of prematurity | Anemia-antepartum | Anemia-delivered | Anemia-delivered w p/p | Anemia-other chronic dis | Anemia-postpartum | Aneurysm NEC | Aneurysm coronary vessel | Aneurysm of heart | Aneurysm of heart NEC | Aneurysm of neck | Angina pectoris NEC/NOS | Angio intes w hmrhg | Angio intes w/o hmrhg | Angio stm/dudn w hmrhg | Angio stm/dudn w/o hmrhg | Angioneurotic edema | Angiopathy in other dis | Anim drawn veh-pers NEC | Animal bite NEC | Anisocoria | Ankle enthesopathy NEC | Ankylosing spondylitis | Ankylosis-lower/leg | Ankylosis-pelvis | Anodontia | Anom anter seg NEC-eye | Anomal skull/face bones | Anomalies of aortic arch | Anomalies of diaphragm | Anomalies of foot NEC | Anomalies of inner ear | Anomalies of ovaries | Anomalies of spleen | Anomalies of toes NEC | Anomalies of urachus | Anomalous av excitation | Anomaly of spine NEC | Anomaly of spine NOS | Anorexia | Anorexia nervosa | Anoxic brain damage | Anphyl react oth sp food | Anphyl react tr nts seed | Anphylct react crstacns | Anphylct react frts veg | Anphylct react milk prod | Anphylct react peanuts | Anphylct reaction fish | Ant disl prox tibia-open | Ant disloc hip NEC-clos | Ant disloc humerus-close | Ant disloc prox tibia-cl | Ant pituit hyperfunc NEC | Antenatal screening NOS | Antepart malpres aff NB | Anter pituitary dis NEC | Anterior cord synd/c1-c4 | Anterior cord synd/c5-c7 | Antidepress abuse-remiss | Antidepress abuse-unspec | Antin chemo indcd pancyt | Antineoplastic chemo enc | Antisocial personality | Anxiety disorder oth dis | Anxiety state NEC | Anxiety state NOS | Aortic aneurysm NOS | Aortic atherosclerosis | Aortic atresia/stenosis | Aortic valve disorder | Aortocoronary bypass | Aphasia | Aphonia | Aplastic anemia NOS | Aplastic anemias NEC | Apnea | Appendicitis NOS | Arom amin-acid metab NEC | Arterial branch occlus | Arterial disease NEC | Arterial disease NOS | Arterial embolism NEC | Arterial embolism NOS | Arterioven fistu pul ves | Arteritis NOS | Arthralgia TMJ | Arthrodesis status | Arthrop w noninf GI dis | Arthrop w oth dis NEC | Arthropath w hematol dis | Arthropathy NEC-ankle | Arthropathy NEC-unspec | Arthropathy NOS-ankle | Arthropathy NOS-forearm | Arthropathy NOS-hand | Arthropathy NOS-l/leg | Arthropathy NOS-mult | Arthropathy NOS-oth site | Arthropathy NOS-pelvis | Arthropathy NOS-shlder | Arthropathy NOS-unspec | Arthropathy w nerve dis | Arthroscopc conv to open | Artif open status NEC | Artif open status NOS | Asbestosis | Ascariasis | Ascending colon inj-open | Ascites NEC | Ascorbic acid deficiency | Ascvd | Asept necrosis bone NEC | Asept necrosis bone NOS | Aseptic necrosis femur | Aseptic necrosis humerus | Aseptic necrosis of jaw | Aspergillosis | Asphyxia | Asphyxiation/strangulat | Assault NEC | Assault NOS | Assault-cutting instr | Assault-explosive NOS | Assault-firearm NEC | Assault-handgun | Assault-hanging/strangul | Assault-pois w medic agt | Assault-shotgun | Assault-striking w obj | Assault-submersion | Asthma NOS | Asthma NOS w (ac) exac | Asthma w status asthmat | Asy bacteriuria-antepart | Asymp hiv infectn status | Asympt postmeno status | Asympt varicose veins | Ataxia | Ath ext autologs bps gft | Ath ext nonautlg bps gft | Ath ext ntv art gngrene | Ath ext ntv art ulcrtion | Ath ext ntv at w claudct | Ath ext ntv at w rst pn | Atheroembolism, kidney | Atheroembolism, site NEC | Atheroembolism,lower ext | Atherosclerosis NEC | Atherosclerosis NOS | Athrsc extrm ntv art oth | Athscl extrm bps gft NOS | Athscl extrm ntv art NOS | Atony of bladder | Atresia large intestine | Atresia small intestine | Atrial fibrillation | Atrial flutter | Atrial premature beats | Atrioven block-mobitz ii | Atriovent block NOS | Atriovent block complete | Atriovent block-1st degr | Atrophic vaginitis | Atrph gastritis w hmrhg | Atrph gastrtis w/o hmrhg | Atten to colostomy | Atten to cystostomy | Atten to enterostomy NEC | Atten to gastrostomy | Atten to ileostomy | Atten to tracheostomy | Atten to urinostomy NEC | Attn defic nonhyperact | Attn deficit w hyperact | Attn rem surg dressing | Attn to artif open NEC | Atypical face pain | Atypical manic disorder | Aut neuropthy in oth dis | Autistic disord-current | Autoimmun hemolytic anem | Autoimmun lymphprof synd | Autoimmune disease NEC | Autoimmune hepatitis | Autonomic dysreflexia | Autonomic nerve dis NEC | Autosomal anomalies NEC | Autosomal deletions NEC | Av block-2nd degree NEC | Avulsion of eye | Await organ transplnt st | B-complex defic NEC | B12 defic anemia NEC | BMI 25.0-25.9,adult | BMI 26.0-26.9,adult | BMI 27.0-27.9,adult | BMI 28.0-28.9,adult | BMI 29.0-29.9,adult | BMI 30.0-30.9,adult | BMI 31.0-31.9,adult | BMI 32.0-32.9,adult | BMI 33.0-33.9,adult | BMI 34.0-34.9,adult | BMI 35.0-35.9,adult | BMI 36.0-36.9,adult | BMI 37.0-37.9,adult | BMI 38.0-38.9,adult | BMI 39.0-39.9,adult | BMI 40.0-44.9, adult | BMI 45.0-49.9, adult | BMI 50.0-59.9, adult | BMI 60.0-69.9, adult | BMI 70 and over, adult | BMI between 19-24,adult | BMI less than 19,adult | BPH NOS w ur obs/LUTS | BPH NOS w/o ur obs/LUTS | BPH w urinary obs/LUTS | BPH w/o urinary obs/LUTS | Babesiosis | Back contusion | Back disorder NOS | Backache NOS | Backgrnd retinopathy NOS | Bact pleur/effus not TB | Bacteremia | Bacteremia of newborn | Bacteria dis carrier NEC | Bacterial diseases NEC | Bacterial enteritis NOS | Bacterial infection NOS | Bacterial meningitis NOS | Bacterial pneumonia NOS | Bacteroides fragilis | Balanitis xerotica oblit | Balanoposthitis | Band-shaped keratopathy | Bandemia | Bariatric surgery status | Barrett's esophagus | Bartholin's gland cyst | Bartonellosis | Baseball | Basilar artery syndrome | Basketball | Batter by non-relative | Batter by other relative | Batter by spouse/partner | Battering by child | Bdy brn < 10%/3d deg NOS | Bed confinement status | Behcet arthritis-unspec | Behcet's syndrome | Bell's palsy | Ben carcinoid appendix | Ben carcinoid bronc/lung | Ben hy kid w cr kid I-IV | Ben hyp ht/kd I-IV w hf | Ben hyp ht/kd stg V w hf | Ben hyp kid w cr kid V | Ben neo GI tract NEC/NOS | Ben neo cerebr meninges | Ben neo fallopian tube | Ben neo fem genital NEC | Ben neo islets langerhan | Ben neo liver/bile ducts | Ben neo long bones leg | Ben neo major salivary | Ben neo nasal cav/sinus | Ben neo peritoneum | Ben neo scalp/skin neck | Ben neo skull/face bone | Ben neo soft tis abdomen | Ben neo soft tis pelvis | Ben neo soft tis thorax | Ben neo soft tissue head | Ben neo soft tissue leg | Ben neo spinal meninges | Bengn carcinoid oth site | Benign carcinoid ileum | Benign carcinoid rectum | Benign carcinoid stomach | Benign hyp ht dis w hf | Benign hyp ht dis w/o hf | Benign hypertension | Benign neo bronchus/lung | Benign neo corpus uteri | Benign neo cranial nerve | Benign neo esophagus | Benign neo larynx | Benign neo mediastinum | Benign neo mouth NEC/NOS | Benign neo parathyroid | Benign neo pituitary | Benign neo skin arm | Benign neo skin eyelid | Benign neo skin face NEC | Benign neo skin leg | Benign neo skin trunk | Benign neo spinal cord | Benign neo trachea | Benign neo vertebrae | Benign neopl rectum/anus | Benign neoplasm NEC | Benign neoplasm adrenal | Benign neoplasm brain | Benign neoplasm breast | Benign neoplasm heart | Benign neoplasm kidney | Benign neoplasm lg bowel | Benign neoplasm ovary | Benign neoplasm pancreas | Benign neoplasm skin NOS | Benign neoplasm sm bowel | Benign neoplasm stomach | Benign neoplasm thymus | Benign neoplasm thyroid | Benign neoplasm tongue | Benign parxysmal vertigo | Benign renovasc hyperten | Bereavement, uncomplicat | Beriberi | Beta thalassemia | Biceps tendon rupture | Bicipital tenosynovitis | Bike riding | Bil femoral hern w obstr | Bilat bb block NEC | Bilat clft palat/lip-com | Bilat clft palat/lip-inc | Bilat ing hernia w obst | Bilat inguinal hernia | Biliary & liver anom NEC | Biliary & liver anom NOS | Biliary cirrhosis | Biliary tract injury-cl | Biliary tract injury-opn | Bilious emesis | Bipo I sin man-sev w psy | Bipol I cur depres NOS | Bipol I cur depress-mild | Bipol I curr dep w/o psy | Bipol I currnt dep w psy | Bipol I currnt manic NOS | Bipol I manic-sev w psy | Bipol I single manic NOS | Bipolar disorder NEC | Bipolar disorder NOS | Bipolor I current NOS | Birth asphyxia NOS | Birth trauma NEC | Black eye NOS | Blad diverticulum calcul | Bladder calculus NEC | Bladder disorder NOS | Bladder exstrophy | Bladder neck obstruction | Bladder neoplasm NOS | Bladder replacement NEC | Bladder rupt, nontraum | Bladder wall hemorrhage | Bladder/urethra inj-clos | Bladder/urethra inj-open | Blastomycosis | Bleed esoph var oth dis | Blepharitis NOS | Blepharospasm | Blindness NOS, both eyes | Blindness, one eye | Blindness/low vision | Blister finger | Blister foot & toe | Blister foot & toe-infec | Blister forearm | Blister hand | Blister head | Blister hip & leg | Blister shoulder & arm | Blister trunk | Blood asp w resp sympt | Blood disease NOS | Blood diseases NEC | Blood in stool | Blood inf dt cen ven cth | Blood vessel replac NEC | Boat acc inj NEC-power | Boat acc inj NEC-skier | Boat inj NEC-person NEC | Bone & cartilage dis NEC | Bone & cartilage dis NOS | Bone cyst NEC | Bone infect NEC-mult | Bone infect NEC-oth site | Bone infect NOS-ankle | Bone injury NEC at birth | Bone involv in oth dis | Bone/skin neoplasm NOS | Borderline personality | Both eyes blind-who def | Botulism food poisoning | Boxing | Brach plexus inj-birth | Brachial neuritis NOS | Brachial plexus injury | Brachial plexus lesions | Brain anomaly NEC | Brain condition NOS | Brain conditions NEC | Brain death | Brain hem NEC w opn wnd | Brain hem NEC w/o coma | Brain hem NEC-brief coma | Brain hem NEC-coma NOS | Brain hem NEC-concussion | Brain hem NEC-deep coma | Brain hem NEC-proln coma | Brain hem open-coma NOS | Brain hem opn-proln coma | Brain inj NEC-brief coma | Brain inj NEC-coma NOS | Brain inj NEC-deep coma | Brain inj NEC-mod coma | Brain inj NEC-proln coma | Brain injury NEC | Brain injury NEC-no coma | Brain lac NEC w open wnd | Brain lac NEC-brief coma | Brain lac NEC-deep coma | Brain lac NEC-proln coma | Brain lacer NEC w/o coma | Brain lacer NEC-coma NOS | Brain lacer NEC-concuss | Brain lacer NEC-mod coma | Brain laceration NEC | Brain neoplasm NOS | Branch cleft sinus/fistu | Branchial cleft cyst | Breast disorder NOS | Breast prosth malfunc | Breast replacement | Breech del/extrac aff NB | Breech presentat-deliver | Brkt tmr unsp xtrndl org | Broke prosthtc jt implnt | Broken tooth-complicated | Broken tooth-uncomplic | Bronchiectas w/o ac exac | Bronchiectasis w ac exac | Bronchitis NOS | Bronchopneumonia org NOS | Brst reconst fol mastect | Brucellosis NOS | Bsl cel skn face NEC/NOS | Bsl cell ca scalp/skn nk | Budd-chiari syndrome | Building & construction | Bulimia nervosa | Bullous dermatoses NEC | Bullous myringitis | Bundle branch block NOS | Bunion | Buphthal w oth eye anom | Buphthalmos NOS | Burkitt's tumor abdom | Burkitt's tumor axilla | Burkitt's tumor head | Burkitt's tumor mult | Burkitt's tumor thorax | Burn NOS abdominal wall | Burn NOS back | Burn NOS finger | Burn NOS head-unspec | Burn NOS lower leg | Burn NOS neck | Burn NOS trunk NEC | Burn larynx/trachea/lung | Burn of GI tract | Burn of esophagus | Bursitis NEC | Buttock contusion | C1-c4 fx-cl/ant cord syn | C1-c4 fx-cl/cen cord syn | C1-c4 fx-cl/com cord les | C1-c4 fx-cl/cord inj NEC | C1-c4 fx-cl/cord inj NOS | C1-c4 fx-op/cord inj NOS | C1-c4 spin cord inj NEC | C1-c4 spin cord inj NOS | C5-c7 fx-cl/ant cord syn | C5-c7 fx-cl/cen cord syn | C5-c7 fx-cl/com cord les | C5-c7 fx-cl/cord inj NEC | C5-c7 fx-cl/cord inj NOS | C5-c7 fx-op/com cord les | C5-c7 spin cord inj NEC | C5-c7 spin cord inj NOS | CHF NOS | CV dis NEC preg-deliver | CV dis NEC-antepartum | CV dis NEC-deliver w p/p | CV dis NEC-postpartum | Ca in situ GI NEC/NOS | Ca in situ anus NOS | Ca in situ bladder | Ca in situ breast | Ca in situ bronchus/lung | Ca in situ cervix uteri | Ca in situ esophagus | Ca in situ liver/biliary | Ca in situ oral cav/phar | Ca in situ prostate | Ca in situ skin NOS | Ca in situ skin arm | Ca in situ skin trunk | Ca in situ stomach | Ca in situ urinary NEC | Cachexia | Calcaneal spur | Calcif tendinitis shlder | Calcium deposit tendon | Calculus of kidney | Calculus of ureter | Candidal endocarditis | Candidal enteritis | Candidal esophagitis | Candidal meningitis | Candidal vulvovaginitis | Candidias urogenital NEC | Candidiasis of lung | Candidiasis site NEC | Candidiasis site NOS | Cannabis abuse-contin | Cannabis abuse-episodic | Cannabis abuse-in remiss | Cannabis abuse-unspec | Cannabis depend-contin | Cannabis depend-unspec | Capillary dis NEC/NOS | Carbuncle NOS | Carbuncle of buttock | Carbuncle of leg | Carbuncle of trunk | Carcinoid syndrome | Carcinoma in situ vagina | Cardiac arrest | Cardiac dysrhythmia NOS | Cardiac dysrhythmias NEC | Cardiac murmurs NEC | Cardiac tamponade | Cardiogenic shock | Cardiomegaly | Cardiomyopath in oth dis | Cardiovas sys symp NEC | Carotid sinus syndrome | Carpal tunnel syndrome | Carrier NEC | Cataract NEC | Cataract NOS | Cataract extract status | Cataract w radiation | Catatonia-chr/exacerb | Catatonia-chronic | Catatonia-unspec | Cauda equina injury | Cauda equina synd NOS | Caught between objects | Causalgia lower limb | Celiac art compress syn | Celiac disease | Cellulitis NOS | Cellulitis of arm | Cellulitis of buttock | Cellulitis of face | Cellulitis of foot | Cellulitis of hand | Cellulitis of leg | Cellulitis of neck | Cellulitis of pharynx | Cellulitis of trunk | Cellulitis, finger NOS | Cellulitis, site NEC | Cellulitis, toe NOS | Cellulitis/abscess mouth | Cent retina artery occlu | Cent serous retinopathy | Central cord synd/c1-c4 | Central cord synd/c5-c7 | Central origin vertigo | Central pain syndrome | Central scotoma | Cereb degen in child NEC | Cereb degeneration NEC | Cereb degeneration NOS | Cerebel atax in oth dis | Cerebel contus w opn wnd | Cerebel contus-deep coma | Cerebel contus-prol coma | Cerebel lacer-brief coma | Cerebel/brain stm contus | Cerebell contus w/o coma | Cerebell contus-brf coma | Cerebell contus-coma NOS | Cerebellar ataxia NEC | Cerebral arteritis | Cerebral atherosclerosis | Cerebral cortx contusion | Cerebral cysts | Cerebral edema | Cerebral hem at birth | Cerebral lipidoses | Cerebral palsy NEC | Cerebral palsy NOS | Cerebrosp fluid otorrhea | Cerebrospinal rhinorrhea | Cerebrovasc dis-antepart | Cerebrovasc dis-postpart | Cerebrovasc disease NEC | Cerebrovasc disease NOS | Cerebrovascular anomaly | Cerebvas dis-deliv w p/p | Cerv disc dis w myelopat | Cerv spondyl w myelopath | Cervical disc degen | Cervical disc displacmnt | Cervical incompet-deliv | Cervical root injury | Cervical spinal stenosis | Cervical spondylosis | Cervical syndrome NEC | Cervicalgia | Cervicitis | Cervix/fem gen anom NEC | Cervix/fem gen anom NOS | Cesarean delivery aff NB | Ch DVT/embl dstl low ext | Ch DVT/embl low ext NOS | Ch DVT/embl prox low ext | Ch DVT/embl up ext | Ch embl internl jug vein | Ch embl thorac vein NEC | Ch emblsm axillary veins | Ch emblsm subclav veins | Ch emblsm suprfcl up ext | Ch emblsm veins NEC | Ch lym leuk wo achv rmsn | Ch mgr wo ar wo nt wo st | Ch myl leuk wo achv rmsn | Ch ob asthma w stat asth | Ch obst asth w (ac) exac | Chagas disease of heart | Chalazion | Changes in skin texture | Chemical dermatitis NEC | Chemotherapy follow-up | Chest pain NEC | Chest pain NOS | Chest swelling/mass/lump | Cheyne-stokes respiratn | Child abuse NOS | Child abuse by pers NEC | Chills (without fever) | Chlamydial infection NOS | Choanal atresia | Cholangitis | Cholecystitis NOS | Choledochlith NOS w obst | Choledochlith/ac gb-obst | Choledochlith/gb NEC-obs | Choledochlith/gb inf NEC | Choledocholith/ac gb inf | Choledocholithiasis NOS | Cholelith w ac cholecyst | Cholelith w cholecys NEC | Cholelith/ac gb inf-obst | Cholelith/gb inf NEC-obs | Cholelithias NOS w obstr | Cholelithiasis NOS | Choleperitonitis | Cholera carrier | Cholesteatoma extern ear | Cholesterin granuloma | Chondritis of pinna | Chondrocalc NOS-forearm | Chondrocalc NOS-oth site | Chondrocalcin NOS-ankle | Chondrocalcin NOS-l/leg | Chondrocalcin NOS-mult | Chondrocalcin NOS-pelvis | Chondrocalcin NOS-unspec | Chondrodystrophy | Chordae tendinae rupture | Chorea NEC | Chorioamnionitis aff NB | Chorioretinitis NOS | Chr T & A dis NEC | Chr T & A dis NOS | Chr airway obstruct NEC | Chr allrg conjunctiv NEC | Chr angle-clos glaucoma | Chr apical periodontitis | Chr blood loss anemia | Chr congest splenomegaly | Chr conjunctivitis NOS | Chr diastolic hrt fail | Chr duod ulc hem/perf-ob | Chr duoden ulc hem-obstr | Chr duoden ulc hem/perf | Chr duoden ulc perf-obst | Chr duoden ulcer w hem | Chr duoden ulcer w perf | Chr duodenal ulcer NOS | Chr ethmoidal sinusitis | Chr factitious illness | Chr frontal sinusitis | Chr gouty atroph w tophi | Chr gouty atrph wo tophi | Chr inflam polyneuritis | Chr interstit cystitis | Chr ischemic hrt dis NEC | Chr ischemic hrt dis NOS | Chr kidney dis stage III | Chr kidney dis stage IV | Chr lym leuk w rmsion | Chr lymp leuk in relapse | Chr lymphocyt thyroidit | Chr margin ulc w hem-obs | Chr marginal ulc w perf | Chr marginal ulcer w hem | Chr maxillary sinusitis | Chr membranoprolif nephr | Chr membranous nephritis | Chr mycot otitis externa | Chr myel leuk in relapse | Chr myl leuk w rmsion | Chr nephritis in oth dis | Chr osteomyelit NEC | Chr osteomyelit-ankle | Chr osteomyelit-forearm | Chr osteomyelit-l/leg | Chr osteomyelit-mult | Chr osteomyelit-pelvis | Chr osteomyelit-up/arm | Chr otitis externa NEC | Chr passiv congest liver | Chr peptic ulc w hem-obs | Chr peptic ulcer w hem | Chr proliferat nephritis | Chr pul manif d/t radiat | Chr pulmon heart dis NEC | Chr pulmon heart dis NOS | Chr pulmonary embolism | Chr pyeloneph w med necr | Chr pyelonephritis NOS | Chr rapid progr nephrit | Chr rheumatic pericard | Chr salpingo-oophoritis | Chr sphenoidal sinusitis | Chr stom ulc w hem-obstr | Chr stomach ulc NOS-obst | Chr stomach ulc hem/perf | Chr stomach ulc w hem | Chr stomach ulcer NOS | Chr stomach ulcer w perf | Chr syst/diastl hrt fail | Chr systolic hrt failure | Chr thyroiditis NEC/NOS | Chr tot occl art extrem | Chr tot occlus cor artry | Chr uterine inflammation | Chr vasc insuff intest | Chrnc hpt C w hepat Coma | Chrnc hpt C wo hpat coma | Chro kidney dis stage I | Chro kidney dis stage II | Chromosome anomaly NOS | Chron kidney dis stage V | Chron periodontitis,gen | Chron post-thoracot pain | Chronc gingititis,plaque | Chronc graft-vs-host dis | Chronc pain d/t trauma | Chronc periodontitis NOS | Chronic bronchitis NEC | Chronic bronchitis NOS | Chronic cholecystitis | Chronic cluster headache | Chronic cystitis NEC | Chronic endophthalmitis | Chronic fatigue syndrome | Chronic hepatitis NEC | Chronic hepatitis NOS | Chronic hypotension | Chronic kidney dis NOS | Chronic liver dis NEC | Chronic liver dis NOS | Chronic lymphadenitis | Chronic mastoiditis | Chronic meningitis | Chronic nephritis NEC | Chronic nephritis NOS | Chronic obst asthma NOS | Chronic pain NEC | Chronic pain syndrome | Chronic pancreatitis | Chronic parametritis | Chronic peptic ulcer NOS | Chronic pneumothorax | Chronic postop pain NEC | Chronic prostatitis | Chronic respiratory fail | Chronic rhinitis | Chronic sinusitis NEC | Chronic sinusitis NOS | Chronic skin ulcer NEC | Chronic skin ulcer NOS | Chronic tension headache | Chronic tonsillitis | Circadian rhym oth dis | Circulatory anomaly NEC | Circulatory disease NEC | Circulatory disease NOS | Circumscribe scleroderma | Cirrhosis of liver NOS | Civilian activity-income | Cl lumbar fx w cord inj | Cl sk base fx/br inj NEC | Cl sk w oth fx/cereb lac | Cl skl base fx-deep coma | Cl skl base fx-prol coma | Cl skl base fx/cereb lac | Cl skl base fx/menin hem | Cl skl fx NEC-proln coma | Cl skl fx NEC/mening hem | Cl skl vlt fx-concus NOS | Cl skl vlt fx-proln coma | Cl skl vlt fx/cerebr lac | Cl skl vlt fx/mening hem | Cl skl w oth fx w/o coma | Cl skl w oth fx-brf coma | Cl skl w oth fx-coma NOS | Cl skl w oth fx-mod coma | Cl skl/oth fx/mening hem | Cl skul base fx w/o coma | Cl skul base fx-brf coma | Cl skul base fx-coma NOS | Cl skul base fx-mod coma | Cl skul base fx/brf coma | Cl skul fx NEC-deep coma | Cl skul fx w oth bone fx | Cl skul vlt fx-deep coma | Cl skul w oth fx/hem NEC | Cl skul/oth fx-deep coma | Cl skull base fx-concuss | Cl skull base fx/hem NEC | Cl skull fx NEC w/o coma | Cl skull fx NEC-brf coma | Cl skull fx NEC-coma NOS | Cl skull vlt fx w/o coma | Cl skull vlt fx-brf coma | Cl skull vlt fx-coma NOS | Cl skull vlt fx-mod coma | Cl skull vlt fx/hem NEC | Clavicle fx at birth | Claw toe | Cleft lip NOS | Cleft palate & lip NEC | Cleft palate & lip NOS | Cleft palate NOS | Clonorchiasis | Clos skull base fracture | Close skull fracture NEC | Closed skull vault fx | Clostridium perfringens | Cluster headache syn NOS | Cmp int orth dev/gft NOS | Cns abscess NOS | Cns complic-del w p/p | Cns demyelination NEC | Cns demyelination NOS | Cns disorder NEC | Cns disorder NOS | Cns dysfunction syn NB | Cnsl victm partner abuse | Cntct/exp hazrd metl NEC | Cntrl sleep apnea ot dis | Coag def hemorr-antepart | Coag def hemorr-deliver | Coagulat defect NEC/NOS | Coagulation def-antepart | Coagulation def-deliv | Coagulation def-postpart | Coal workers' pneumocon | Coarctation of aorta | Cocaine abuse-continuous | Cocaine abuse-episodic | Cocaine abuse-in remiss | Cocaine abuse-unspec | Cocaine depend-contin | Cocaine depend-episodic | Cocaine depend-remiss | Cocaine depend-unspec | Coccidioidomycosis NOS | Cognition sign/sympt NEC | Colles' fracture-closed | Colles' fracture-open | Colon injury NEC-closed | Colon injury NOS-closed | Colon injury NOS-open | Color deficiency NEC | Colostomy status | Colosty/enter comp-mech | Colosty/enterost infectn | Colstmy/enteros comp NEC | Colstomy/enter comp NOS | Coma | Comb drug dep NEC-contin | Comb drug dep NEC-remiss | Comb drug dep NEC-unspec | Comb endocr dysfunct NEC | Common truncus | Common variabl immunodef | Communic dis contact NEC | Communicat hydrocephalus | Comp intest pouch NEC | Comp intestine transplnt | Comp organ transplnt NOS | Comp oth organ transplnt | Comp tp organ-stem cell | Comp-genitourin dev/grft | Comp-heart valve prosth | Comp-int prost devic NEC | Comp-internal joint pros | Comp-nerv sys dev/graft | Comp-oth cardiac device | Comp-oth int ortho devic | Comp-oth vasc dev/graft | Comp-periton dialys cath | Comp-ren dialys dev/grft | Comp-unsp device/graft | Compl del NEC aff NB | Compl heart transplant | Compl kidney transplant | Compl liver transplant | Compl lung transplant | Compl marrow transplant | Compl pancreas transplnt | Compl reattached finger | Compl transpos great ves | Complcation-insulin pump | Complete edentulism NOS | Complete les cord/c5-c7 | Complic med care NEC/NOS | Complication cns device | Compression of brain | Compression of vein | Concus-brief coma <31 mn | Concussion NOS | Concussion w coma NOS | Concussion w/o coma | Concussion-deep coma | Concussion-moderate coma | Cond hear loss comb type | Condctv hear loss, bilat | Condctv hear loss,unilat | Conditn influ health NEC | Conduc hear loss mid ear | Conduct disturbance NOS | Conduct hearing loss NOS | Conduction disorder NEC | Conduction disorder NOS | Condyloma acuminatum | Cong absence ext ear | Cong absence of vertebra | Cong anom of aorta NEC | Cong anom of aorta NOS | Cong aorta valv insuffic | Cong aorta valv stenosis | Cong bowing leg NOS | Cong breast anomaly NEC | Cong chorioretinal degen | Cong cntrl hypovent synd | Cong corneal opacit NEC | Cong cystic liver dis | Cong cytomegalovirus inf | Cong def clot factor NEC | Cong esoph fistula/atres | Cong face/neck anom NEC | Cong face/neck anom NOS | Cong factor IX disorder | Cong factor viii diord | Cong factor xi disorder | Cong foot deform NEC | Cong genu recurvatum | Cong heart anomaly NEC | Cong heart anomaly NOS | Cong hered musc dystrphy | Cong hip deformity NEC | Cong hip disloc w sublux | Cong hip disloc, unilat | Cong hip sublux, bilat | Cong hip sublux, unilat | Cong knee deformity | Cong knee dislocation | Cong mitral insufficienc | Cong obst ureteroves jnc | Cong postural deformity | Cong pulmon valv atresia | Cong pulmon valve stenos | Cong pyloric stenosis | Cong skin pigment anomal | Cong skull/face/jaw def | Cong subaortic stenosis | Cong tricusp atres/sten | Cong/herid thromb purpra | Congen CV dis-del w p/p | Congen abn uter-postpart | Congen bronchiectasis | Congen fusion of spine | Congen hip disloc, bilat | Congen obst urtroplv jnc | Congen urethral stenosis | Congenital anemia | Congenital anomaly NOS | Congenital cataract NOS | Congenital chordee | Congenital cystic lung | Congenital diplegia | Congenital eyelid deform | Congenital heart block | Congenital hemiplegia | Congenital hydrocele | Congenital hydrocephalus | Congenital hypothyroidsm | Congenital infec NEC | Congenital neutropenia | Congenital pes planus | Congenital pneumonia | Congenital ptosis | Congenital quadriplegia | Congenital renal cyst | Congenital torticollis | Congenital ureterocele | Congn anoml abd wall NEC | Conjunctiva disorder NEC | Conjunctiva disorder NOS | Conjunctiva vasc anomaly | Conjunctival cysts | Conjunctival edema | Conjunctival hemorrhage | Conjunctivitis NEC | Conjunctivitis NOS | Conn's syndrome | Consl partner prob | Constipation NEC | Constipation NOS | Constrictiv pericarditis | Cont/exp hazard chem NEC | Continuous leakage | Contracept pill surveill | Contracted palmar fascia | Contracture of tendon | Contusion NOS | Contusion abdominal wall | Contusion face/scalp/nck | Contusion genital organs | Contusion leg NOS | Contusion of ankle | Contusion of breast | Contusion of chest wall | Contusion of elbow | Contusion of eye NOS | Contusion of eyeball | Contusion of finger | Contusion of foot | Contusion of forearm | Contusion of hand(s) | Contusion of hip | Contusion of knee | Contusion of lower leg | Contusion of thigh | Contusion of toe | Contusion of upper arm | Contusion of wrist | Contusion orbital tissue | Contusion periocular | Contusion scapul region | Contusion shoulder & arm | Contusion shoulder reg | Contusion trunk NOS | Contusion upper limb NOS | Conversion disorder | Convulsions NEC | Convulsions in newborn | Cor ath artry bypas grft | Cor ath bypass graft NOS | Cor ath d/t calc cor lsn | Cor ath unsp vsl ntv/gft | Cor triatriatum | Cord entangle NEC-deliv | Cornea transplant status | Corneal degeneration NOS | Corneal disorder NEC | Corneal dsdr contct lens | Corneal grft malfunction | Corneal ulcer NOS | Corns and callosities | Coronary artery anomaly | Corpus luteum cyst | Correct transpos grt ves | Cortex contus-brief coma | Cortex contus-coma NOS | Cortex contus-concus NOS | Cortex contus-deep coma | Cortex contus-mod coma | Cortex contusion-no coma | Cortex lacerat w/o coma | Cortex lacerat-deep coma | Cortical blindness | Corticoadren overact NEC | Cough | Cough variant asthma | Counslng sbstn use abuse | Coxsackie virus mening | Cracked tooth | Cramp in limb | Cranial nerve dis NOS | Crbl art oc NOS wo infrc | Crbl art ocl NOS w infrc | Crbl emblsm w infrct | Crbl emblsm wo infrct | Crbl thrmbs w infrct | Crbl thrmbs wo infrct | Crit illness neuropathy | Critical illness myopthy | Crn ath atlg vn bps grft | Crn ath nonatlg blg grft | Crnry athrscl natve vssl | Crush inj ext genitalia | Crush inj face scalp | Crush inj neck | Crush inj scapul region | Crushing inj lower leg | Crushing inj trunk NEC | Crushing injury ankle | Crushing injury buttock | Crushing injury finger | Crushing injury foot | Crushing injury forearm | Crushing injury hip | Crushing injury knee | Crushing injury of hand | Crushing injury of wrist | Crushing injury thigh | Cryptococcal meningitis | Cryptococcosis | Cryptogenic organiz pneu | Cryptosporidiosis | Cryst arthrop NOS-l/leg | Crystal deposit vitreous | Cumltv trma-repetv impct | Cushing's syndrome | Cutaneous candidiasis | Cutaneous diphtheria | Cutaneous mycobacteria | Cutaneous-vesicos status | Cva | Cyanosis | Cyanotic attack, newborn | Cyclic neutropenia | Cyclothymic disorder | Cyst of bone NOS | Cyst of kidney, acquired | Cyst of thyroid | Cystic fibros w pul man | Cystic fibros w/o ileus | Cystic fibrosis NEC | Cystic fibrosis gene car | Cystic kidney diseas NEC | Cystic kidney diseas NOS | Cysticercosis | Cystitis NEC | Cystitis NOS | Cystitis cystica | Cystocele, lateral | Cystocele, midline | Cystoid macular degen | Cystostomy status NEC | Cystostomy status NOS | Cystourethral anom NEC | Cysts of jaws NEC | Cytomegaloviral disease | DMAC bacteremia | DMI circ nt st uncntrld | DMI circ uncntrld | DMI hprosmlr uncontrold | DMI hprsm nt st uncntrld | DMI keto nt st uncntrld | DMI ketoacd uncontrold | DMI neuro nt st uncntrld | DMI neuro uncntrld | DMI o cm nt st uncntrld | DMI ophth nt st uncntrld | DMI ophth uncntrld | DMI oth coma uncontrold | DMI oth nt st uncntrld | DMI oth uncntrld | DMI renal uncntrld | DMI renl nt st uncntrld | DMI unspf nt st uncntrld | DMI unspf uncntrld | DMI wo cmp nt st uncntrl | DMI wo cmp uncntrld | DMII circ nt st uncntrld | DMII circ uncntrld | DMII hprosmlr uncontrold | DMII hprsm nt st uncntrl | DMII keto nt st uncntrld | DMII ketoacd uncontrold | DMII neuro nt st uncntrl | DMII neuro uncntrld | DMII o cm nt st uncntrld | DMII ophth nt st uncntrl | DMII ophth uncntrld | DMII oth coma uncontrold | DMII oth nt st uncntrld | DMII oth uncntrld | DMII renal uncntrld | DMII renl nt st uncntrld | DMII unspf nt st uncntrl | DMII unspf uncntrld | DMII wo cmp nt st uncntr | DMII wo cmp uncntrld | Dacryoadenitis NOS | Dacryocystitis NOS | Damage to pelvic jt-del | Deaf, nonspeaking NEC | Debility NOS | Decrease fetal movmt del | Decreased WBC count NEC | Deep dermatophytosis | Deep phlebitis-leg NEC | Defibrination syndrome | Defic circul enzyme NEC | Deficiency anemia NOS | Deficiency of vitamin k | Degen basal ganglia NEC | Degeneration of eye NOS | Degenerative skin disord | Dehydration | Del w 1 deg lacerat-del | Del w 2 deg lacerat-del | Delay conjugat jaund NEC | Delay conjugat jaund NOS | Delay p/p hem-del w p/p | Delay p/part hem-postpar | Delirium d/t other cond | Delirium tremens | Deliver-single liveborn | Deliver-single stillborn | Deliver-twins, both live | Delusional disorder | Demen NOS w behav distrb | Demen NOS w/o behv dstrb | Dementia w Lewy bodies | Dementia w behavior dist | Dementia w/o behav dist | Dental caries - enamel | Dental caries NEC | Dental caries NOS | Dental caries-root surf | Dental disorder NEC | Dental disorder NOS | Dentofacial anomaly NEC | Depend-supplement oxygen | Depr psychos-part remiss | Depr psychos-sev w psych | Depress psychosis-mild | Depress psychosis-severe | Depress psychosis-unspec | Depressive disorder NEC | Depressive psychosis-mod | Dermat d/t food ingest | Dermat d/t int agent NEC | Dermatitis NEC | Dermatitis NOS | Dermatitis due to plant | Dermatitis factitia | Dermatitis herpetiformis | Dermatitis oth radiation | Dermatoglyphic anomalies | Dermatographic urticaria | Dermatomycoses NEC | Dermatomycosis NOS | Dermatomyositis | Dermatophyt scalp/beard | Dermatophytosis of body | Dermatophytosis of foot | Dermatophytosis of groin | Dermatophytosis of nail | Dermatophytosis site NEC | Dermatophytosis site NOS | Descending colon inj-cl | Descending colon inj-opn | Desensitiza to allergens | Detachmnt w defect NOS | Detergent dermatitis | Detrusr sphinc dyssnrgia | Devel coordination dis | Devel odontogenic cysts | Development delay NOS | Development delays NEC | Deviated nasal septum | Diabetes insipidus | Diabetes-antepartum | Diabetes-delivered | Diabetes-postpartum | Diabetic cataract | Diabetic macular edema | Diabetic retinopathy NOS | Dialysis encounter, NEC | Diaper or napkin rash | Diaphragm hernia w gangr | Diaphragm hernia w obstr | Diaphragm injury-closed | Diaphragm injury-open | Diaphragmatic hernia | Diarrhea | Diarrhea of infect orig | Diastasis of muscle | Diastolc hrt failure NOS | Dicalc phos crys-forearm | Dicalc phos cryst-l/leg | Dietary surveil/counsel | Dieulafoy les, intestine | Dieulafoy les,stom&duod | Diff connect tis dis NEC | Diff connect tis dis NOS | Difficulty in walking | Diffus cystic mastopathy | Digeorge's syndrome | Digest-genit fistul, fem | Digestive neoplasm NOS | Digestve syst symptm NEC | Diphtheria NEC | Diphtheria NOS | Diphtheria carrier | Diplegia of upper limbs | Diplopia | Dis bilirubin excretion | Dis calcium metablsm NEC | Dis calcium metablsm NOS | Dis carbohydr metab NEC | Dis copper metabolism | Dis magnesium metabolism | Dis mid ear/mastoid NEC | Dis mineral metabol NEC | Dis mineral metabol NOS | Dis mitochondrial metab | Dis of biliary tract NEC | Dis of biliary tract NOS | Dis of gallbladder NEC | Dis of gallbladder NOS | Dis phosphorus metabol | Dis plas protein met NEC | Dis plas protein met NOS | Dis porphyrin metabolism | Dis urea cycle metabol | Disaccharidase def/malab | Disc degeneration NOS | Disc dis NEC/NOS-cerv | Disc dis NEC/NOS-lumbar | Disc dis NEC/NOS-thorac | Disc dis NEC/NOS-unspec | Disc dis w myelopath NOS | Disc displacement NOS | Disease of larynx NEC | Disease of larynx NOS | Disease of pharynx NEC | Disease of pharynx NOS | Diseases of appendix NEC | Diseases of lips | Diseases of nail NEC | Diseases of thymus NEC | Disfigurements of head | Disl finger NOS-closed | Disl interphaln hand-cl | Disl metacarpophalan-opn | Disl metatarsophalang-cl | Disl tarsometatarsal-opn | Disloc 1st cerv vert-cl | Disloc 2nd cerv vert-cl | Disloc 3rd cerv vert-cl | Disloc 4th cerv vert-cl | Disloc 5th cerv vert-cl | Disloc 6th cerv vert-cl | Disloc 7th cerv vert-cl | Disloc acromioclavic-cl | Disloc acromioclavic-opn | Disloc cerv vert NOS-cl | Disloc dist radiouln-cl | Disloc dist radiouln-opn | Disloc metacarpal-closed | Disloc metacarpophaln-cl | Disloc mult cerv vert-cl | Disloc radiocarpal-clos | Disloc shoulder NEC-clos | Disloc shoulder NOS-clos | Disloc tarsal NOS-closed | Disloc thoracic vert-cl | Disloc wrist NEC-closed | Disloc wrist NOS-closed | Disloca midcarpal-closed | Dislocat elbow NEC-close | Dislocat elbow NOS-close | Dislocat foot NEC-closed | Dislocat hip NOS-closed | Dislocat knee NOS-closed | Dislocat knee NOS-open | Dislocat lumbar vert-cl | Dislocat midcarpal-open | Dislocat patella-closed | Dislocat sacrum-closed | Dislocat site NEC-closed | Dislocat site NEC-open | Dislocat sternum-closed | Dislocate prosthetic jt | Dislocation ankle-closed | Dislocation ankle-open | Dislocation jaw-closed | Dislocation patella-open | Disord iron metablsm NEC | Disorder of eyelid NOS | Disorder of meninges NEC | Disorder of penis NEC | Disorder of penis NOS | Disorder of thyroid NOS | Disorders breast NEC | Disorders of bladder NEC | Disorders of diaphragm | Disorders of ear NEC | Disorders of eyelid NEC | Disorders of sacrum | Disorders of thyroid NEC | Disorders of uterus NEC | Disrpt trauma wound repr | Disrup internal op wound | Disrup-external op wound | Disrupt c-sect-del w p/p | Disrupt c-sect-postpart | Dissect carotid artery | Dissect vertebral artery | Dissection artery NEC | Dissection cor artery | Dissection iliac artery | Dissection renal artery | Dissem intravasc coag NB | Disseminated candidiasis | Dissociated nystagmus | Dissociative amnesia | Dissociative react NOS | Dissociatve identity dis | Disturbances of vision | Diverticulum of bladder | Diving accident | Dizziness and giddiness | Do not resusctate status | Dog bite | Domestic wiring accident | Dorsal root injury | Double outlet rt ventric | Doubling of uterus | Down's syndrome | Drop, hematocrit, precip | Drowning/nonfatal submer | Drug abuse NEC-contin | Drug abuse NEC-episodic | Drug abuse NEC-in remiss | Drug abuse NEC-unspec | Drug allergy NEC | Drug depend NEC-contin | Drug depend NEC-unspec | Drug depend NOS-contin | Drug depend NOS-remiss | Drug depend NOS-unspec | Drug dependence-antepart | Drug dependence-deliver | Drug dermatitis NOS | Drug induce headache NEC | Drug induced neutropenia | Drug induced sleep disor | Drug mental disorder NEC | Drug mental disorder NOS | Drug persisting dementia | Drug psy dis w hallucin | Drug psych disor w delus | Drug withdrawal | Drug-induced delirium | Drug-induced mood disord | Dsct of abdominal aorta | Dsct of aorta unsp site | Dsct of thoracic aorta | Dsct of thoracoabd aorta | Dual sensory impairment | Duane's syndrome | Duodenal obstruction NEC | Duodenal ulcer NOS | Duodenal ulcer NOS-obstr | Duodenitis w hmrhg | Duodenitis w/o hmrhg | Duodenum injury-closed | Duodenum injury-open | Dural tear NEC | Dvrtcli colon w hmrhg | Dvrtcli colon w/o hmrhg | Dvrtcli sml int w/o hmrg | Dvrtclo colon w hmrhg | Dvrtclo colon w/o hmrhg | Dvrtclo sml int w hmrhg | Dvrtclo sml int w/o hmrg | Dwarfism NEC | Dysarthria | Dyschromia, unspecified | Dyskinesia of esophagus | Dysmenorrhea | Dysmetabolic syndrome x | Dysphagia NEC | Dysphagia NOS | Dysphagia, oral phase | Dysphagia, oropharyngeal | Dysphagia, pharyngeal | Dysphagia,pharyngoesoph | Dysphonia | Dysplasia of anus | Dysplasia of cervix NOS | Dysplasia of prostate | Dysthymic disorder | Dysuria | E coli septicemia | E.coli infection NEC/NOS | Ear anomalies NEC | Ear anomaly NOS | Ear piercing | Early complic trauma NEC | Early congen syph NOS | Early onset delivery-del | Early satiety | East equine encephalitis | Eating disorder NEC | Eating disorder NOS | Ebstein's anomaly | Echinococcosis NOS liver | Eclampsia-antepartum | Eclampsia-delivered | Eclampsia-postpartum | Economic problem | Ect preg NEC w/o int prg | Ectp preg NOS w int preg | Ectpc prg NEC w int preg | Ectropion NOS | Eczema herpeticum | Edema | Edema of eyelid | Edema of larynx | Edema of newborn NEC/NOS | Edema of penis | Edema pharynx/nasopharyx | Edema, male genital orgn | Edwards' syndrome | Effect external caus NEC | Effects electric current | Effects of hunger | Effects radiation NOS | Effusion NEC exc tb | Ehlers-danlos syndrome | Ehrlichiosis NEC | Ehrlichiosis NOS | Elb/forearm/wrst inj NOS | Elder primigravid-antepa | Elderly multigravd-antep | Elderly multigravida-del | Elderly primigravida-del | Electrolyt/fluid dis NEC | Elev C-reactive protein | Elev bl pres w/o hypertn | Elev transaminase/ldh | Elevated sediment rate | Elvtd prstate spcf antgn | Embl suprfcl ves low ext | Emotional state sym NEC | Emphysema NEC | Emphysema rsult frm proc | Emphysematous bleb | Empyema w/o fistula | Empyema with fistula | Enceph & encephlalo NEC | Enceph/myel folwg immune | Encephalitis NOS | Encephalocele | Encephalopathy NEC | Encephalopathy NOS | Encntr plnd po wnd clsr | Encountr palliative care | End stage renal disease | Endocard cushion def NEC | Endocard cushion def NOS | Endocard fibroelastosis | Endocarditis NOS | Endocarditis in oth dis | Endocrine anomaly NEC | Endocrine disorder NOS | Endocrine disorders NEC | Endocrine/nerv neo NOS | Endometrial hyperpla NOS | Endometriosis NEC | Endometriosis NOS | Endophthalmitis NEC | Endos dentl imp fail NEC | Enlargement lymph nodes | Enophthalmos d/t trauma | Enteritis of infect orig | Enterococcus group d | Enterostomy status NEC | Enthesopathy of hip | Enthesopathy of knee NEC | Enthesopathy of knee NOS | Enthesopathy, site NOS | Enuresis | Enzyme defic anemia NEC | Eosinophil gastrt wo hem | Eosinophilia | Eosinophilia myalgia snd | Eosinophilic esophagitis | Eosinophilic gastroent | Eosinophilic meningitis | Epicranial subapo hemorr | Epil par cont w intr epi | Epil par cont w/o int ep | Epilep NEC w/o intr epil | Epilep NOS w/o intr epil | Epilepsy NEC w intr epil | Epilepsy NOS w intr epil | Epilepsy-antepartum | Epilepsy-postpartum | Epimembranous nephritis | Epiphora NOS | Episodic mood disord NEC | Episodic mood disord NOS | Epispadias | Epistaxis | Erysipelas | Erythema multiforme NOS | Erythema multiforme maj | Erythema nodosum | Erythematous cond NEC | Erythematous cond NOS | Erythromelalgia | Esoph varice oth dis NOS | Esoph varices w/o bleed | Esophag varices w bleed | Esophageal anomaly NEC | Esophageal disorder NOS | Esophageal hemorrhage | Esophageal reflux | Esophageal stricture | Esophagitis, unspecified | Esophagus injury-closed | Esophagus injury-open | Esotropia NOS | Essen hyperten-antepart | Essen hyperten-delivered | Essen hyperten-postpart | Essntial thrombocythemia | Estrogen recep neg stat | Estrogen recep pstv stat | Euthyroid sick syndrome | Evans' syndrome | Ex ear anm NEC-impr hear | Exam ears & hearing NEC | Exam-clincal trial | Exceptionally large baby | Excess fetal grth-deliv | Excessive cold NEC | Excessive cold NOS | Excessive cold, man-made | Excessive cold: weather | Excessive heat, man-made | Excessive heat: weather | Excessive menstruation | Exercse ind bronchospasm | Exfl d/t eryth 10-19 bdy | Exfol d/t eryth <10% bdy | Exophoria | Exophthalmos NOS | Exostosis, site NOS | Exotropia NOS | Explosive personality | Explosives accident NEC | Expressive language dis | Expsure keratoconjunctiv | Expulsive choroid hemorr | Ext asthma w status asth | Ext asthma w(acute) exac | Ext hemorrhoid w/o compl | Ext hemrrhoid w comp NEC | Ext thrombos hemorrhoid | External ophthalmoplegia | Externl cause status NEC | Externl cause status NOS | Extradur hem-brief coma | Extradural hem w/o coma | Extradural hem-coma NOS | Extradural hem-deep coma | Extrapyramidal dis NEC | Extrapyramidal dis NOS | Extravasation of urine | Extravasn vesicant NEC | Extreme immat 1000-1249g | Extreme immat 1250-1499g | Extreme immat 1500-1749g | Extreme immat 2000-2499g | Extreme immatur 500-749g | Extreme immatur 750-999g | Extreme immatur <500g | Extreme immatur wtNOS | Extrinsic asthma NOS | Exudative macular degen | Eye anomaly NOS | Eye disorder NOS | Eye disorders NEC | Eye movemnt disorder NOS | Eye replacement NEC | FB bladder & urethra | FB entering oth orifice | FB granuloma of muscle | FB in conjunctival sac | FB in intestine & colon | FB left during procedure | FB post heart catheter | FB post-catheter removal | FB respiratory tree NOS | FB trach/bronch/lung NEC | Face & neck injury | Facial nerve dis NEC | Facial nerve dis NOS | Facial nerve inj-birth | Facial weakness | Factitious dis w symptom | Fail introd/remove tube | Failure in suture | Failure to thrive-adult | Failure to thrive-child | Falciparum malaria | Fall NEC | Fall NOS | Fall from bed | Fall from building | Fall from chair | Fall from cliff | Fall from commode | Fall from furniture NEC | Fall from ladder | Fall from playgrnd equip | Fall from roller skates | Fall from scaffolding | Fall from skateboard | Fall from skis | Fall from slipping NEC | Fall from snowboard | Fall from train-passengr | Fall from train-pedest | Fall from wheelchair | Fall in sports | Fall into other hole | Fall on escalator | Fall on sidewalk curb | Fall on stair/step NEC | Fall striking object NEC | Fall striking sharp obj | Fall-1 level to oth NEC | Fall-nonmotor scooter | Fam Mediterranean fever | Fam hx MEN syndrome | Fam hx digest disord NEC | Fam hx genet dis carrier | Fam hx sudden card death | Fam hx-bladder malig | Fam hx-blood disord NEC | Fam hx-cardiovas dis NEC | Fam hx-congen anomalies | Fam hx-diabetes mellitus | Fam hx-intrathoracic mal | Fam hx-ischem heart dis | Fam hx-kidney dis NEC | Fam hx-lymph neoplas NEC | Fam hx-neurolog dis NEC | Fam hx-psychiatric cond | Fam hx-urinry malig NEC | Family circumstances NEC | Family disruption NEC | Family dsrpt-death membr | Family dsrpt-estrangmemt | Family health probl NEC | Family hx colonic polyps | Family hx-anemia | Family hx-asthma | Family hx-breast malig | Family hx-condition NEC | Family hx-deafness | Family hx-gi malignancy | Family hx-kidney malig | Family hx-leukemia | Family hx-malignancy NEC | Family hx-malignancy NOS | Family hx-stroke | Fasciitis NOS | Fat embolism | Feb nonhemo transf react | Febrile convulsions NOS | Fecal impaction | Feeding problem | Felon | Felty's syndrome | Fem genital fistula NEC | Fem genital symptoms NEC | Fem genital symptoms NOS | Fem pelv inflam dis NOS | Fem pelvic periton adhes | Fem stress incontinence | Female gen inflam NOS | Female genital disor NEC | Female infertility NOS | Femoral nerve lesion NEC | Femoral vein phlebitis | Fet growth ret 2500+g | Fet growth ret 500-749g | Fet growth ret 750-999g | Fet growth retard <500g | Fet grwth ret 1000-1249g | Fet grwth ret 1250-1499g | Fet grwth ret 1500-1749g | Fet grwth ret 1750-1999g | Fet grwth ret 2000-2499g | Fetal abnorm NEC-antepar | Fetal distrs dur lab/del | Fetal/neonatal hepatitis | Fetal/neonatal jaund NOS | Fever NOS | Fever in other diseases | Fibromatoses NEC | Finger injury NOS | Fire accident NOS | Fire in bldg-accid NEC | Firearm accident NOS | Fistula of bile duct | Fistula of gallbladder | Fit orthopedic devices | Fit/adj perit dial cath | Fit/adj vascular cathetr | Fit/adjust device NEC | Fit/adjust insulin pump | Fitting urinary devices | Flail chest | Flat foot | Flatul/eructat/gas pain | Flccd hmiplg nondmnt sde | Flccd hmiplga domnt side | Flccd hmiplga unspf side | Flu dt iden avian w pneu | Flu w manifestation NEC | Flu w resp manifest NEC | Fluid overload NEC | Flushing | Fm hx endo/metab dis NEC | Fm hx genital malig NEC | Fm hx ovary malignancy | Fm hx prostate malig | Fm hx testis malig | Fm hx-infect/parasit dis | Fm hx-trach/bronchog mal | Fmily dsrpt- divorce/sep | Fnctnl urinary incontnce | Folate-deficiency anemia | Follicular cyst of ovary | Food poisn d/t v. vulnif | Food poisoning NOS | Food/vomit pneumonitis | Forearm deformity NEC | Forearm deformity NOS | Foreign bdy ext eye NEC | Foreign bdy ext eye NOS | Foreign bdy vulva/vagina | Foreign body GI NOS | Foreign body anus/rectum | Foreign body bronchus | Foreign body esophagus | Foreign body granul-skin | Foreign body in larynx | Foreign body in nose | Foreign body in pharynx | Foreign body in stomach | Foreign body in trachea | Foreign body penis | Foreign body trunk | Fourth nerve palsy | Fracture acetabulum-clos | Fracture acetabulum-open | Fracture calcaneus-close | Fracture calcaneus-open | Fracture five ribs-close | Fracture four ribs-close | Fracture ischium-closed | Fracture of ilium-closed | Fracture of ilium-open | Fracture of pubis-closed | Fracture of pubis-open | Fracture of sternum-clos | Fracture of sternum-open | Fracture one rib-closed | Fracture one rib-open | Fracture patella-closed | Fracture patella-open | Fracture radius NOS-open | Fracture rib NOS-closed | Fracture rib NOS-open | Fracture seven ribs-clos | Fracture six ribs-closed | Fracture three ribs-clos | Fracture two ribs-closed | Fracture ulna NOS-closed | Fracture ulna NOS-open | Fracture, cause NOS | Fragile x syndrome | Friedreich's ataxia | Frontal lobe deficit | Frontal lobe syndrome | Frontotemp dementia NEC | Frostbite NEC/NOS | Frostbite of foot | Frostbite of hand | Ft/adj xtrcorp dial cath | Ftng autmtc dfibrillator | Ftng cardiac pacemaker | Ftng oth cardiac device | Full incontinence-feces | Full-thicknes lac eyelid | Fum/vapor bronc/pneumon | Funct dis intestine NEC | Function dis neutrophils | Functional quadriplegia | Furnit w/o sub fall | Furniture acc w sub fall | Fx 1st metacarp base-cl | Fx 1st metacarp base-opn | Fx alveolar bord mand-cl | Fx anat neck humerus-opn | Fx anatom nck humerus-cl | Fx angle of jaw-closed | Fx angle of jaw-open | Fx ankle NOS-closed | Fx ankle NOS-open | Fx arms w rib/stern-open | Fx arms w rib/sternum-cl | Fx astragalus-closed | Fx astragalus-open | Fx base femoral nck-clos | Fx bimalleolar-closed | Fx bimalleolar-open | Fx c1 vertebra-closed | Fx c2 vertebra-closed | Fx c3 vertebra-closed | Fx c4 vertebra-closed | Fx c5 vertebra-closed | Fx c6 vertebra-closed | Fx c7 vertebra-closed | Fx capitate bone-closed | Fx carpal bone NEC-close | Fx carpal bone NEC-open | Fx carpal bone NOS-close | Fx cervical vert NOS-cl | Fx clavic, acrom end-opn | Fx clavicl, acrom end-cl | Fx clavicl, stern end-cl | Fx clavicle NOS-closed | Fx clavicle NOS-open | Fx clavicle shaft-closed | Fx clavicle shaft-open | Fx condyl proc mandib-cl | Fx coron proc mandib-cl | Fx coronoid proc ulna-cl | Fx cuboid-closed | Fx cuneiform, foot-clos | Fx cuneiform, foot-open | Fx dental mat w/o loss | Fx dist phalanx, hand-cl | Fx distal phal, hand-opn | Fx distal radius NEC-cl | Fx distal radius NEC-opn | Fx distal ulna-closed | Fx distal ulna-open | Fx dorsal vertebra-close | Fx dorsal vertebra-open | Fx eight/more rib-closed | Fx eight/more ribs-open | Fx facial bone NEC-close | Fx facial bone NEC-open | Fx femoral condyle-close | Fx femoral condyle-open | Fx femur NOS-closed | Fx femur NOS-open | Fx femur intrcap NEC-opn | Fx femur intrcaps NEC-cl | Fx femur shaft-closed | Fx femur shaft-open | Fx femur, midcervic-clos | Fx fibula NOS-closed | Fx fibula shaft-open | Fx foot bone NEC-closed | Fx foot bone NEC-open | Fx foot bone NOS-closed | Fx gr tuberos humerus-cl | Fx hamate bone-closed | Fx hamate bone-open | Fx humer, condyl NOS-cl | Fx humer, condyl NOS-opn | Fx humer, lat condyl-cl | Fx humer, lat condyl-opn | Fx humer, med condyl-cl | Fx humerus NOS-closed | Fx humerus NOS-open | Fx humerus shaft-closed | Fx humerus shaft-open | Fx larynx/trachea-closed | Fx larynx/trachea-open | Fx lateral malleolus-cl | Fx lateral malleolus-opn | Fx legs w arm/rib-closed | Fx legs w arm/rib-open | Fx low end femur NEC-cl | Fx low end femur NEC-opn | Fx low end femur NOS-cl | Fx low end femur NOS-opn | Fx low femur epiphy-clos | Fx low femur epiphy-open | Fx low radius w ulna-cl | Fx low radius w ulna-opn | Fx lower humer NEC-open | Fx lower humer NOS-open | Fx lower humerus NEC-cl | Fx lower humerus NOS-cl | Fx lumbar vertebra-close | Fx lumbar vertebra-open | Fx lunate, wrist-closed | Fx lunate, wrist-open | Fx malar/maxillary-close | Fx malar/maxillary-open | Fx mandible body NEC-cl | Fx mandible body NEC-opn | Fx medial malleolus-clos | Fx medial malleolus-open | Fx metacarp base NEC-cl | Fx metacarp base NEC-opn | Fx metacarpal NOS-closed | Fx metacarpal NOS-open | Fx metacarpal neck-close | Fx metacarpal neck-open | Fx metacarpal shaft-clos | Fx metacarpal shaft-open | Fx metatarsal-closed | Fx metatarsal-open | Fx mid/prx phal, hand-cl | Fx mid/prx phal, hand-op | Fx mult cervical vert-cl | Fx mult phalan, hand-cl | Fx mult phalan, hand-opn | Fx mult ribs NOS-closed | Fx navicular, foot-clos | Fx navicular, foot-open | Fx navicular, wrist-clos | Fx navicular, wrist-open | Fx neck of femur NOS-cl | Fx neck of femur NOS-opn | Fx olecran proc ulna-cl | Fx olecran proc ulna-opn | Fx orbital floor-closed | Fx orbital floor-open | Fx phalanx, foot-closed | Fx phalanx, foot-open | Fx phalanx, hand NOS-cl | Fx phalanx, hand NOS-opn | Fx pisiform-closed | Fx radius NOS-closed | Fx radius head-closed | Fx radius shaft-closed | Fx radius shaft-open | Fx radius w ulna NOS-cl | Fx radius w ulna NOS-opn | Fx ramus NOS-closed | Fx ramus NOS-open | Fx sacr-cl/cauda inj NEC | Fx sacrum-cl/crd inj NOS | Fx sacrum/coccyx-closed | Fx scap, glen cav/nck-cl | Fx scapul, acrom proc-cl | Fx scapul, corac proc-cl | Fx scapula NEC-closed | Fx scapula NOS-closed | Fx scapula NOS-open | Fx shaft fib w tib-clos | Fx shaft fibula-closed | Fx shaft rad w ulna-clos | Fx shaft rad w ulna-open | Fx shaft tibia w fib-opn | Fx shaft tibia-closed | Fx surg nck humerus-clos | Fx symphy mandib bdy-opn | Fx symphy mandib body-cl | Fx tibia NOS-closed | Fx tibia NOS-open | Fx tibia shaft-open | Fx tibia w fib NOS-open | Fx tibia w fibula NOS-cl | Fx trapezium bone-closed | Fx trapezoid bone-closed | Fx trimalleolar-closed | Fx trimalleolar-open | Fx triquetral, wrist-cl | Fx ulna shaft-closed | Fx ulna shaft-open | Fx up end humerus NOS-cl | Fx up femur epiphy-clos | Fx up radius NEC/NOS-cl | Fx up radius w ulna-clos | Fx up radius w ulna-open | Fx up tibia w fibula-cl | Fx up tibia w fibula-opn | Fx up ulna NEC/NOS-open | Fx upper end fibula-clos | Fx upper end tibia-close | Fx upper end tibia-open | Fx upper humerus NEC-cl | Fx upper humerus NEC-opn | Fx upper humerus NOS-opn | GI injury NEC-closed | GI injury NEC-open | GI mucositis (ulceratve) | GI pathogen carrier NEC | GI sites - kpsi's srcoma | Gal&bil cal w/ac&ch w ob | Gal&bil cal w/ac&chr w/o | Gal&bil cal w/oth w/o ob | Galactorrhea-nonobstet | Gall&bil cal w/ac w obs | Gall&bil cal w/ac w/o ob | Gall&bil cal w/o ch w ob | Gall&bil cal w/o cho w/o | Gall&bil cal w/oth w obs | Gallstone ileus | Gang ventral hernia NEC | Ganglion NOS | Ganglion of joint | Ganglion of tendon | Gangr incisional hernia | Gangr ventral hernia NOS | Gangrene | Gardening/landscaping | Gas cylinder explosion | Gas gangrene | Gastric diverticulum | Gastric/duodenal fistula | Gastroduodenal dis NEC | Gastroduodenal dis NOS | Gastrointest hemorr NOS | Gastrojejunal ulcer NOS | Gastroparesis | Gastrostomy comp - mech | Gastrostomy comp NEC | Gastrostomy comp NOS | Gastrostomy infection | Gastrostomy status | Gb cholesterolosis | Gen cnv epil w intr epil | Gen cnv epil w/o intr ep | Gen nonconv ep w intr ep | Gen noncv ep w/o intr ep | Gen osteoarthros-hand | Gend iden dis,adol/adult | General medical exam NEC | General osteoarthrosis | Generalizd hyperhidrosis | Generalized anxiety dis | Generalized pain | Genetc sus mal neo brest | Genetic anomaly leukocyt | Genetic carrier stat NEC | Genetic susc mal neo NEC | Genetic suscept dis NEC | Genetic torsion dystonia | Geniculate herpes zoster | Genital herpes NEC | Genital herpes NOS | Genital organ anom NEC | Genital organ anom NOS | Genital-skin fistul, fem | Geographic tongue | Gerstmn-Straus-Schnk syn | Giant cell arteritis | Giardiasis | Gingiv/periodont dis NOS | Glaucoma NEC | Glaucoma NOS | Glaucoma stage NOS | Glaucoma w ocular trauma | Glaucoma w systemic synd | Glaucoma w vascular dis | Glossitis | Glossodynia | Glossophar nerve dis NEC | Glucocorticoid deficient | Glutathione dis anemia | Glycogenosis | Glycosuria | Goiter NOS | Golf | Gonadal dysgenesis | Goodpasture's syndrome | Gout NOS | Gout w manifestation NEC | Gouty arthropathy NOS | Gouty tophi site NEC | Graft-versus-host NOS | Gram-neg septicemia NEC | Gram-neg septicemia NOS | Grand mal status | Great vein anomaly NEC | Great vein anomaly NOS | Gross hematuria | Group b streptoc carrier | Gstr mcsl hyprt w hmrg | Gstr mcsl hyprt w/o hmrg | Gstr/ddnts NOS w hmrhg | Gstr/ddnts NOS w/o hmrhg | Gstrontest vesl anomaly | Gu infection-antepartum | Gu infection-delivered | Gu infection-postpartum | H simplex complicat NEC | H simplex keratitis | H simplex meningitis | H zoster complicated NEC | H zoster nerv syst NEC | H zoster otitis externa | H. influenae septicemia | H. influenzae infect NOS | H.influenzae pneumonia | Hair diseases NEC | Hairy-cell leukem abdom | Hallucinations | Hallucinog abuse-contin | Hallucinog abuse-unspec | Hallux valgus | Hamartoses NEC | Hand injury NOS | Handgun accident | Hard tiss dis teeth NOS | Hb-S/Hb-C dis w crisis | Hb-SS disease w crisis | Hdgk dis unsp xtrndl org | Head & neck symptoms NEC | Head injury NOS | Headache | Headache syndrome NEC | Hearing loss NEC | Hearing loss NOS | Heart chamber lacer-opn | Heart chamber lacerat-cl | Heart compl in del-deliv | Heart contusion-closed | Heart disease NOS | Heart failure NOS | Heart injury NOS-closed | Heart injury NOS-open | Heart laceration-closed | Heart laceration-open | Heart transplant status | Heart valve replac NEC | Heart valve transplant | Heartburn | Heat stroke & sunstroke | Heavy-for-date infan NEC | Hebephrenia-chronic | Helicobacter pylori | Hemangioma NEC | Hemangioma NOS | Hemangioma intra-abdom | Hemangioma intracranial | Hemangioma skin | Hemarthrosis-ankle | Hemarthrosis-forearm | Hemarthrosis-jt NEC | Hemarthrosis-l/leg | Hemarthrosis-shlder | Hemarthrosis-up/arm | Hematemesis | Hematoma complic proc | Hematometra | Hematuria NOS | Hemivertebra | Hemochromatos-rbc trans | Hemochromatosis NEC | Hemododialysis hypotensn | Hemoglobinopathies NEC | Hemoglobinuria | Hemolytic hemoglobinuria | Hemolytic uremic synd | Hemopericardium | Hemoperitoneum | Hemophagocytic syndromes | Hemophilus meningitis | Hemophthalmos | Hemoptysis NEC | Hemoptysis NOS | Hemorr choroid detachmnt | Hemorrhage NOS | Hemorrhage complic proc | Hemorrhage from throat | Hemorrhagic cond NOS | Hemorrhoids NOS | Hemrrhoid NOS w comp NEC | Heparin-indu thrombocyto | Hepatic encephalopathy | Hepatic infarction | Hepatitis A w/o coma | Hepatitis A with coma | Hepatitis B carrier | Hepatitis C carrier | Hepatitis NOS | Hepatitis in viral dis | Hepatomegaly | Hepatopulmonary syndrome | Hepatorenal syndrome | Hered hemolytic anem NEC | Hered hemolytic anem NOS | Hered prog musc dystrphy | Hered sensory neuropathy | Hered spastic paraplegia | Heredit elliptocytosis | Heredit hemochromatosis | Heredit hemorr telangiec | Hereditary edema of legs | Hereditary optic atrophy | Hereditary spherocytosis | Hernia NEC | Hernia NOS | Hernia, site NEC w gangr | Hernia, site NEC w obstr | Hernia, site NOS w obstr | Herpes simplex NOS | Herpes simplex eye NOS | Herpes zoster NOS | Herpes zoster meningitis | Herpes zoster myelitis | Herpes zoster of eye NEC | Herpes zoster of eyelid | Herpetic encephalitis | Herpetic gingivostomat | Herpetic infect of penis | Herpetic septicemia | Herpetic ulcer of vulva | Heteronymous hemianopsia | Hi grde myelodys syn les | Hiccough | Hidden penis | Hidradenitis | High head at term-deliv | High vaginal lacer-deliv | Hip & thigh injury NOS | Hirschsprung's disease | Hirsutism | Histoplasm caps pneumon | Histoplasma duboisii NEC | Histoplasmosis NEC | Histoplasmosis NOS | History of tobacco use | Histrionic person NOS | Hit by train-pedestrian | Hit by train-person NEC | Hiv-2 infection oth dis | Hodg lymph-histio mult | Hodg nodul sclero mult | Hodg nodul sclero thorax | Hodgkins dis NOS head | Hodgkins dis NOS mult | Hodgkins dis NOS thorax | Homicidal ideation | Homonymous hemianopsia | Hordeolum externum | Hordeolum internum | Hormone replace postmeno | Hornet/wasp/bee sting | Horseback riding | Hot substance accid NEC | Hot substance accid NOS | Househld maintenance NEC | Hpt B acte coma wo dlta | Hpt B acte wo cm w dlta | Hpt B acte wo cm wo dlta | Hpt B chrn coma wo dlta | Hpt B chrn wo cm w dlta | Hpt B chrn wo cm wo dlta | Hpt C acute w hepat Coma | Hpt C acute wo hpat coma | Hpt C w hepatic coma NOS | Hpt C w/o hepat coma NOS | Hpt E wo hepat Coma | Hpt dlt wo b wo hpt coma | Hrt dis postcardiac surg | Htlv-1 infection oth dis | Human bite - accidental | Human bite - assault | Human herpesvir 6 enceph | Human herpesvirs inf NEC | Human herpesvirus 6 infc | Human herpesvr encph NEC | Human immuno virus dis | Human papillomavirus | Hungry bone syndrome | Hunting rifle accident | Huntington's chorea | Hx Methicln resist Staph | Hx TIA/stroke w/o resid | Hx antineoplastic chemo | Hx benign neoplasm brain | Hx diseases NEC | Hx injury NEC | Hx malig neoplasm NOS | Hx malig neuroendo tumor | Hx malig renal pelvis | Hx of GI malignancy NEC | Hx of GI malignancy NOS | Hx of affective disorder | Hx of alcoholism | Hx of anaphylaxis | Hx of bladder malignancy | Hx of bone malignancy | Hx of brain malignancy | Hx of breast malignancy | Hx of colonic malignancy | Hx of emotional abuse | Hx of eye malignancy | Hx of gastric malignancy | Hx of irradiation | Hx of kidney malignancy | Hx of leukemia NEC | Hx of leukemia NOS | Hx of liver malignancy | Hx of lymphoid leukemia | Hx of malignancy NEC | Hx of myeloid leukemia | Hx of ovarian malignancy | Hx of past noncompliance | Hx of physical abuse | Hx of schizophrenia | Hx of thyroid malignancy | Hx of tongue malignancy | Hx pathological fracture | Hx pulmonary embolism | Hx retained FB, rem | Hx stress fracture | Hx sudden cardiac arrest | Hx surgery to organs NEC | Hx systemc steroid thrpy | Hx traumatc brain injury | Hx traumatic fracture | Hx-allergy NEC | Hx-allergy insct/arachnd | Hx-analgesic allergy | Hx-anti-infect allergy | Hx-antibiot allergy NEC | Hx-blood diseases | Hx-bronchogenic malignan | Hx-cervical malignancy | Hx-circulatory dis NEC | Hx-circulatory dis NOS | Hx-cong malform-eye,face | Hx-cong malform-heart | Hx-congenital malfor NEC | Hx-cont/exps haz bdy fld | Hx-contact/exposure lead | Hx-contct/expos asbestos | Hx-drug allergy NEC | Hx-endocrine malign NEC | Hx-esophageal malignancy | Hx-female genit malg NEC | Hx-health hazards NEC | Hx-hodgkin's disease | Hx-intrathoracic mal NEC | Hx-laryngeal malignancy | Hx-latex allergy | Hx-lymphatic malign NEC | Hx-lymphosarcoma | Hx-major cardiovasc surg | Hx-male genit malig NEC | Hx-malig skin melanoma | Hx-malign nerve syst NEC | Hx-mental disorder NEC | Hx-milk prod allergy | Hx-narcotic allergy | Hx-nose/ear/sinus malig | Hx-oral/pharynx malg NEC | Hx-other food allergy | Hx-peanut allergy | Hx-penicillin allergy | Hx-prostatic malignancy | Hx-radiogrphc dye allrgy | Hx-rectal & anal malign | Hx-resp org malignan NOS | Hx-seafood allergy | Hx-skin malignancy NEC | Hx-sulfonamides allergy | Hx-testicular malignancy | Hx-thrombophlebitis | Hx-tracheal malignancy | Hx-urinary malignan NEC | Hx-urinary malignan NOS | Hx-uterus malignancy NEC | Hx-ven thrombosis/embols | Hy ht/kd NOS I-IV w/o hf | Hy ht/kd NOS st V w/o hf | Hy kid NOS w cr kid I-IV | Hydrocele NEC | Hydrocele NOS | Hydronephrosis | Hydrops fetalis no isoim | Hydrops of gallbladder | Hydroureter | Hyp hrt dis NOS w/o hf | Hyp ht dis NOS w ht fail | Hyp ht/kd NOS I-IV w hf | Hyp ht/kd NOS st V w hf | Hyp kid NOS w cr kid V | Hyperacusis | Hyperaldosteronism NOS | Hypercalcemia | Hyperem w metab-antepart | Hyperlipidemia NEC/NOS | Hypernasality | Hyperosmolality | Hyperostosis of skull | Hyperparathyroidism NEC | Hyperparathyroidism NOS | Hyperpigmentation lid | Hyperpotassemia | Hypersensit angiitis NEC | Hypersensit angiitis NOS | Hypersom w slp apnea NOS | Hypersomnia NOS | Hypersplenism | Hypertens NOS-antepartum | Hypertens NOS-del w p/p | Hypertens NOS-postpartum | Hypertens encephalopathy | Hypertension NOS | Hypertensive retinopathy | Hypertonicity of bladder | Hypertroph tongue papill | Hypertrophy adenoids | Hypertrophy of breast | Hypertrophy of kidney | Hypertrophy of uterus | Hypertrophy tonsils | Hypertrph nasal turbinat | Hyperventilation | Hyphema | Hypocalcem/hypomagnes NB | Hypocalcemia | Hypochondriasis | Hypogammaglobulinem NOS | Hypoglycemia NOS | Hypoglycemic coma | Hypoparathyroidism | Hypoplas left heart synd | Hypopotassemia | Hyposmolality | Hypospadias | Hypotension NEC | Hypotension NOS | Hypothermia | Hypothrm-wo low env tmp | Hypothyroidism NOS | Hypovolemia | Hypoxemia | Hyprtrophc obst cardiomy | Iatrogen CV infarc/hmrhg | Iatrogen hypothyroid NEC | Iatrogen pulm emb/infarc | Iatrogenc hypotnsion NEC | Iatrogenic pituitary dis | Iatrogenic pneumothorax | Iatrogenic thyroiditis | Ice Skating | Ice and snow | Ice hockey | Ichthyosis congenita | Idio periph neurpthy NEC | Idio periph neurpthy NOS | Idio perph auto neur NEC | Idio pulm hemosiderosis | Idiopath pulmon fibrosis | Idiopath sleep hypovent | Idiopathic myocarditis | Idiopathic osteoporosis | Idiopathic scoliosis | Ileostomy status | Iliac artery aneurysm | Iliac artery embolism | Iliac thrombophlebitis | Ill-define condition NEC | Ill-defined eye dis NEC | Ill-defined hrt dis NEC | Immune mechanism dis NEC | Immune mechanism dis NOS | Immune thrombocyt purpra | Immunity deficiency NOS | Immunotherapy encounter | Impacted cerumen | Impaction intestine NEC | Impaction intestine NOS | Impair ren funct dis NEC | Impaired fasting glucose | Impaired oral glucse tol | Impetigo | Impotence, organic orign | Impulse control dis NEC | Impulse control dis NOS | Impulsiveness | Inadequate housing | Incisional hernia | Inclusion body myositis | Incmplet bldder emptying | Incompetnt cervix aff NB | Incomptnce rectovag tiss | Incontnce wo sensr aware | Individ sports,athletics | Inf ac dis encephalomyel | Inf arthrit NOS-oth site | Inf arthrit NOS-pelvis | Inf arthritis NEC-unspec | Inf arthritis NOS-shlder | Inf mcr rst ot drg nt ml | Inf mcr rst qn flr nt ml | Inf mcrg rstn b-lactam | Inf mcrg rstn oth ag mlt | Inf mcrg rstn oth drg ml | Inf mcrg rstn pncllins | Infant diabet mother syn | Infantile hemiplegia | Infc mcrg drgrst mult | Infc mcrg drgrst nt mult | Infec otitis externa NOS | Infect NOS-antepartum | Infect dis NEC-antepart | Infect dis NEC-del w p/p | Infect dis NEC-delivered | Infect dis NEC-postpart | Infect fol infus/inj/vac | Infect/parasite dis NOS | Infected hydrocele | Infected postop seroma | Infection amputat stump | Infection of kidney NOS | Infectious diarrhea NOS | Infectious enteritis NOS | Infectious mononucleosis | Infective myositis | Infer disloc humerus-cl | Infestation NEC | Inflam dis, penis NEC | Inflam disease of breast | Inflam spondylopathy NOS | Inflam/tox neuropthy NEC | Inflamm polyarthrop NEC | Inflamm polyarthrop NOS | Inflammation eyelid NOS | Inflammation of jaw | Inflm cerv,vag,vulva NEC | Influenza with pneumonia | Infundib pulmon stenosis | Ingrowing nail | Iniencephaly | Inj NEC caused by animal | Inj abdominal vessel NEC | Inj abdominal vessel NOS | Inj anter tibial artery | Inj brnch sup mesent art | Inj celiac/mesen art NOS | Inj cerv sympath nerve | Inj common carotid arter | Inj common femoral arter | Inj cutan senso nerv/arm | Inj deep plantar vessel | Inj extern jugular vein | Inj external carotid art | Inj external genital NEC | Inj head/neck vessel NEC | Inj head/neck vessel NOS | Inj hypogastric artery | Inj infer vena cava NOS | Inj innomin/subclav art | Inj innomin/subclav vein | Inj int mammary art/vein | Inj intercostal art/vein | Inj internal carotid art | Inj internl jugular vein | Inj mesenteric vess NEC | Inj mlt head/neck vessel | Inj mult abd/pelv vessel | Inj mult nerve shldr/arm | Inj nerve pelv/leg NOS | Inj nerve root/plex NOS | Inj nerve shldr/arm NEC | Inj nerve shldr/arm NOS | Inj optic nerv/path NOS | Inj pelv org NEC-postpar | Inj post tibial artery | Inj posterior tib nerve | Inj pulmonary vessel NOS | Inj super mesenteric art | Inj superf nerv head/nck | Inj superfic femoral art | Inj superior vena cava | Inj thoracic vessel NOS | Injuries to scalp NEC | Injury abdominal aorta | Injury abducens nerve | Injury arm vessel NOS | Injury arm vessels NEC | Injury axillary artery | Injury brachial vessels | Injury cranial nerve NEC | Injury digital nerve | Injury femoral nerve | Injury femoral vein | Injury finger vessels | Injury gastric artery | Injury hepatic artery | Injury hypoglossal nerve | Injury iliac artery | Injury iliac vein | Injury leg vessel NOS | Injury leg vessels NEC | Injury median nerve | Injury mlt site/site NEC | Injury oculomotor nerve | Injury of abdomen NEC | Injury of chest wall NEC | Injury palmar artery | Injury peroneal nerve | Injury popliteal artery | Injury popliteal vein | Injury portal vein | Injury pulmonary artery | Injury pulmonary vein | Injury radial nerve | Injury radial vessels | Injury renal artery | Injury renal vein | Injury saphenous vein | Injury splenic artery | Injury splenic vein | Injury thoracic aorta | Injury tibial vessel NOS | Injury to acoustic nerve | Injury to facial nerve | Injury to mult nerves | Injury to nerve NEC | Injury to nerve NOS | Injury ulnar nerve | Injury ulnar vessels | Injury-NEC | Injury-NOS | Injury-burn, fire | Injury-cut instrument | Injury-extreme cold | Injury-firearm NEC | Injury-firearm/expl NOS | Injury-handgun | Injury-hanging | Injury-jump NEC | Injury-jump fm natur sit | Injury-jump fm residence | Injury-jump fm struc NEC | Injury-motor veh crash | Injury-moving object | Injury-site NOS | Injury-strang/suff NEC | Injury-submersion | Insect bite head | Insect bite hip & leg | Insect bite hip/leg-inf | Insect bite shld/arm-inf | Insect bite trunk | Insomn w sleep apnea NOS | Insomnia NOS | Instantaneous death | Instrmnt fail in surgery | Instrmnt fail-catheteriz | Instrmnt fail-perfus NEC | Instrmnt fail-proced NEC | Insulin pump status | Int hemorrhoid w/o compl | Int hemrrhoid w comp NEC | Int inf clstrdium dfcile | Int inf e coli entrhmrg | Int inf norwalk virus | Int inf oth grm neg bctr | Int infec campylobacter | Int thrombos hemorrhoid | Intellect disability NOS | Intermed coronary synd | Intermit heterotrop NOS | Intermitt explosive dis | Internal inj NOS-closed | Internal injury NOS-open | Internucl ophthalmopleg | Interrupt of aortic arch | Interstitial emphysema | Intertrochanteric fx-cl | Intes infec adenovirus | Intes infec rotavirus | Intest malabsorption NEC | Intest malabsorption NOS | Intest postop nonabsorb | Intestin TB NEC-histo dx | Intestinal abscess | Intestinal adhes w obstr | Intestinal anomaly NEC | Intestinal bypass status | Intestinal disorder NOS | Intestinal disorders NEC | Intestinal endometriosis | Intestinal fistula | Intestinal fixation anom | Intestinal obstruct NEC | Intestinal obstruct NOS | Intestinovesical fistula | Intra-abdom inj NEC-clos | Intra-abdom inj NEC-open | Intra-abdom inj NOS-clos | Intra-abdom inj NOS-open | Intracerebral hemorrhage | Intracranial abscess | Intracranial hemorr NOS | Intramural leiomyoma | Intraspinal abscess | Intrathorac inj NEC-open | Intrathorac inj NOS-open | Intrathoracic inj NEC-cl | Intrauter death-deliver | Intussusception | Invers uterus-postpart | Iodine hypothyroidism | Iridocyclitis NOS | Iris/ciliary dis NOS | Iron defic anemia NEC | Iron defic anemia NOS | Irradiation cystitis | Irreg sleep-wake rhy NOS | Irregular menstruation | Irritable bowel syndrome | Ischemic optic neuropthy | Isolated/spec phobia NEC | Jaundice NOS | Jaw disease NEC | Jaw disease NOS | Jaw pain | Joint dis NEC-l/leg | Joint dis NEC-pelvis | Joint dis NOS-l/leg | Joint dis NOS-unspec jt | Joint effusion-ankle | Joint effusion-forearm | Joint effusion-hand | Joint effusion-l/leg | Joint effusion-mult jts | Joint effusion-pelvis | Joint effusion-shlder | Joint effusion-up/arm | Joint pain-ankle | Joint pain-forearm | Joint pain-hand | Joint pain-l/leg | Joint pain-mult jts | Joint pain-pelvis | Joint pain-shlder | Joint pain-unspec | Joint pain-up/arm | Joint replaced hip | Joint replaced knee | Joint replaced shoulder | Joint replaced wrist | Joint symptom NEC-l/leg | Joint symptom NEC-pelvis | Jt contracture-ankle | Jt contracture-forearm | Jt contracture-hand | Jt contracture-jt NEC | Jt contracture-l/leg | Jt contracture-mult jts | Jt contracture-pelvis | Jt contracture-unspec | Jt contracture-up/arm | Jt derangement NEC-ankle | Jt derangement NEC-hand | Jt derangement NOS-ankle | Jt derangment NEC-oth jt | Jt derangment NOS-pelvis | Jt derangment NOS-shlder | Jt stiffness NEC-hand | Jt stiffness NEC-oth jt | Jt stiffness NEC-unspec | Juv osteochondros pelvis | Juv osteochondros spine | Juv osteochondrosis arm | Juv osteochondrosis foot | Juv osteochondrosis leg | Juv rheum arthritis NOS | K. pneumoniae pneumonia | Kaposi's sarcoma NOS | Keloid scar | Keratitis NEC | Keratitis NOS | Keratoderma, acquired | Kidney anomaly NEC | Kidney disruption-closed | Kidney disruption-open | Kidney hematoma-closed | Kidney hematoma-open | Kidney injury NOS-closed | Kidney injury NOS-open | Kidney laceration-closed | Kidney laceration-open | Kidney transplant status | Klebsiella pneumoniae | Klinefelter's syndrome | Klippel-feil syndrome | Knife/sword/dagger acc | Kugelberg-welander dis | Kwashiorkor | Kyphosis NEC | Kyphosis NOS | Kyphosis in oth dis | Labyrinthitis NOS | Lac eyelid inv lacrm pas | Lac eyelid skn/perioculr | Lacer of cervix-postpart | Lacerat of cervix-deliv | Lack norm physio dev NOS | Lack of adequate sleep | Lack of coordination | Lack of housing | Lacrimal syst dis NOS | Lagophthalmos NOS | Lap surg convert to open | Large cell lymph multip | Large cell lymph xtrndl | Large cell lymphoma head | Laryngeal cellulitis | Laryngeal spasm | Laryngeal web | Laryngotrach anomaly NEC | Lat popliteal nerve les | Late ef CV dis dysphagia | Late ef CV dis-cognf def | Late ef-hemiplga non-dom | Late ef-hemplga dom side | Late ef-hemplga side NOS | Late ef-mplga up lmb NOS | Late ef-mplga up lmb dom | Late ef-spch/lang df NEC | Late ef-spch/lng def NOS | Late eff CV dis-aphasia | Late eff CV dis-apraxia | Late eff CV dis-dysphsia | Late eff CV-dysarthria | Late eff CV-fluency dis | Late eff acc poisoning | Late eff accident NEC | Late eff accident NOS | Late eff accidental fall | Late eff bone & joint TB | Late eff burn extrem NEC | Late eff cert ext cause | Late eff cns abscess | Late eff complic trauma | Late eff drug poisoning | Late eff environment acc | Late eff exter cause NEC | Late eff femoral neck fx | Late eff fire acc | Late eff head/neck burn | Late eff infect dis NEC | Late eff inj periph vess | Late eff inj-undet circ | Late eff int inj abdomen | Late eff int injur chest | Late eff int injury NEC | Late eff motor vehic acc | Late eff of self-injury | Late eff open wnd extrem | Late eff spinal cord inj | Late eff spine/trunk fx | Late eff surg/med compl | Late eff transport acc | Late eff traumat amputat | Late eff viral encephal | Late eff-legal intervent | Late effct cmplcatn preg | Late effec skull/face fx | Late effect CV dis NEC | Late effect CV dis NOS | Late effect acute polio | Late effect arm fx | Late effect assault | Late effect dislocation | Late effect fracture NEC | Late effect injury NOS | Late effect leg fx | Late effect of burns NEC | Late effect of contusion | Late effect of crushing | Late effect of radiation | Late effect tb, resp/NOS | Late effect, terrorism | Late metab acidosis NB | Late syphilis NOS | Late syphilis latent | Latent nystagmus | Latent syphilis NOS | Lateral epicondylitis | Laxity of ligament | Lcl inf dt cen ven cth | Left bb block NEC | Left bb hemiblock | Left heart failure | Leg ab w compl NEC-comp | Leg ab w pelv damag-comp | Leg abor w pelv inf-comp | Leg varicosity w inflam | Leg varicosity w ulcer | Legal abor w hemorr-comp | Legal abort uncompl-comp | Legal abort uncompl-unsp | Legal abort w hemorr-inc | Legal abort w shock-comp | Legal blindness-usa def | Legal circumstances | Legal intervent-firearm | Legal intervention NEC | Legal intervention NOS | Legionnaires' disease | Leishmaniasis NOS | Lens prosthesis malfunc | Lens replacement NEC | Leprosy NOS | Letterer-siwe dis thorax | Leuk NOS w/o achv rmsn | Leukemia NOS w remission | Leukemoid reaction | Leukocytopenia NOS | Leukocytosis NOS | Leukodystrophy | Leukoplakia oral mucosa | Lftsded ulcertve colitis | Lichen NOS | Lichen planus | Lichenification | Lifting machine accident | Light-for-dates <500g | Lipidoses | Lipodystrophy | Lipoid metabol dis NEC | Lipoid metabol dis NOS | Lipoma NEC | Lipoma NOS | Lipoma intra-abdominal | Lipoma intrathoracic | Lipoma skin NEC | Lipoma skin face | Lipoma spermatic cord | Lipoprotein deficiencies | Listeriosis | Liver disorder NOS | Liver disorders NEC | Liver donor | Liver hematom/contus-opn | Liver hematoma/contusion | Liver injury NEC-closed | Liver injury NEC-open | Liver injury NOS-closed | Liver lacerat unspcf cls | Liver lacerat unspcf opn | Liver lacerat, major-opn | Liver lacerat, minor-opn | Liver lacerat, mod-open | Liver laceration, major | Liver laceration, minor | Liver laceration, mod | Liver transplant status | Liver/bil trct disr-ante | Liver/bil trct disr-del | Lk rtctl unsp xtrndl org | Lng use antiplte/thrmbtc | Loc osteoart NOS-forearm | Loc osteoarth NOS-ankle | Loc osteoarth NOS-hand | Loc osteoarth NOS-l/leg | Loc osteoarth NOS-pelvis | Loc osteoarth NOS-shlder | Loc osteoarth NOS-unspec | Loc prim osteoart-l/leg | Loc prim osteoart-pelvis | Local skin infection NEC | Local skin infection NOS | Local suprficial swellng | Localized adiposity | Locked-in state | Long QT syndrome | Long-term anti-inflamtry | Long-term use antibiotic | Long-term use anticoagul | Long-term use meds NEC | Long-term use of aspirin | Long-term use of insulin | Long-term use steroids | Longitud defic arm NEC | Longitud defic phalanges | Longitud defic radius | Longitudin defic fibula | Loose body in knee | Loose body-pelvis | Lordosis NEC | Loss control mv acc-driv | Loss control mv acc-psgr | Loss control mv-mcyc psg | Loss control mv-mocycl | Loss control mv-pers NOS | Loss of teeth d/t trauma | Loss teeth d/t peri dis | Low blood press reading | Low grde myelody syn les | Low tension glaucoma | Low vision, one eye | Lower extremity aneurysm | Lower extremity embolism | Lower leg injury NOS | Lower limb anomaly NEC | Lower limb anomaly NOS | Lower urin calcul NOS | Lt ef oth paral side NOS | Lt ef oth parals non-dom | Lt ef oth parals-bilat | Lt eff intracranial inj | Lt eff nerv inj pelv/leg | Lt eff nerv inj shld/arm | Lt eff opn wnd head/trnk | Lt-date w/mal 1500-1749g | Lt-date w/mal 2000-2499g | Lt-for-dates 1000-1249g | Lt-for-dates 1250-1499g | Lt-for-dates 1500-1749g | Lt-for-dates 1750-1999g | Lt-for-dates 2000-2499g | Lt-for-dates 2500+g | Lt-for-dates 500-749g | Lt-for-dates 750-999g | Lte ef-mplga low lmb NOS | Lte efct advrs efct drug | Lumb disc dis w myelopat | Lumb/lumbosac disc degen | Lumbago | Lumbar disc displacement | Lumbar puncture reaction | Lumbosacr spondylolysis | Lumbosacral neuritis NOS | Lumbosacral plex injury | Lumbosacral spondylosis | Lump or mass in breast | Lung - kaposi's sarcoma | Lung anomaly NEC | Lung anomaly NOS | Lung contusion-closed | Lung contusion-open | Lung injury NOS-closed | Lung injury NOS-open | Lung involv in oth dis | Lung laceration-closed | Lung laceration-open | Lung transplant status | Lupus erythematosus | Lym nds - kpsi's sarcoma | Lyme disease | Lymph/hematpoitc tis NEC | Lymphadenitis NOS | Lymphangioleiomyomatosis | Lymphangioma, any site | Lymphangitis | Lymphocytic choriomening | Lymphocytopenia | Lymphocytosis-symptomatc | Lymphomas NEC abdom | Lymphomas NEC head | Lymphomas NEC inguin | Lymphomas NEC mult | Lymphomas NEC spleen | Lymphomas NEC thorax | Lymphosarcoma head | Lymphosarcoma mult | Lymphsrc unsp xtrndl org | MRSA elsewhere/NOS | MRSA septicemia | Machine accid-agricult | Machine dependence NEC | Machine dependence NOS | Machinery accident NEC | Macrodactylia (fingers) | Macroglobulinemia | Macrostomia | Macular degeneration NOS | Maj puer inf NOS-del p/p | Major osseous defects | Major puerp inf NOS-p/p | Mal carcinoid bronc/lung | Mal carcnoid foregut NOS | Mal crcnd prim site unkn | Mal hy ht/kd I-IV w/o hf | Mal hy kid w cr kid I-IV | Mal hyp ht dis w/o hf | Mal hyp ht/kd I-IV w hf | Mal hyp ht/kd stg V w hf | Mal hyp kid w cr kid V | Mal hypert hrt dis w hf | Mal melanom face NEC/NOS | Mal melanoma scalp/neck | Mal neo GI tract ill-def | Mal neo access sinus NEC | Mal neo access sinus NOS | Mal neo adnexa NEC | Mal neo ampulla of vater | Mal neo ant 2/3 tongue | Mal neo ant epiglottis | Mal neo ant floor mouth | Mal neo ant mediastinum | Mal neo bladder neck | Mal neo bladder-anterior | Mal neo bladder-dome | Mal neo bladder-lateral | Mal neo bladder-post | Mal neo bladder-trigone | Mal neo brain stem | Mal neo breast low-inner | Mal neo breast low-outer | Mal neo breast up-outer | Mal neo bronch/lung NEC | Mal neo bronch/lung NOS | Mal neo carotid body | Mal neo cartilage larynx | Mal neo cereb ventricle | Mal neo cerebellum NOS | Mal neo cerebral mening | Mal neo cervical esophag | Mal neo cervix uteri NOS | Mal neo cheek mucosa | Mal neo cranial nerves | Mal neo descend colon | Mal neo esophagus NEC | Mal neo esophagus NOS | Mal neo ethmoidal sinus | Mal neo extrahepat ducts | Mal neo fallopian tube | Mal neo female genit NEC | Mal neo gi/intra-abd NEC | Mal neo head/face/neck | Mal neo hepatic flexure | Mal neo hypopharynx NEC | Mal neo hypopharynx NOS | Mal neo intrahepat ducts | Mal neo islet langerhans | Mal neo lip/vermil NOS | Mal neo liver, primary | Mal neo long bones leg | Mal neo lower 3rd esoph | Mal neo lower lobe lung | Mal neo lower vermilion | Mal neo lymph intra-abd | Mal neo lymph node NOS | Mal neo lymph node-mult | Mal neo lymph-axilla/arm | Mal neo lymph-head/neck | Mal neo lymph-inguin/leg | Mal neo lymph-intrapelv | Mal neo lymph-intrathor | Mal neo male breast NEC | Mal neo maxillary sinus | Mal neo mediastinum NEC | Mal neo mediastinum NOS | Mal neo middle 3rd esoph | Mal neo middle lobe lung | Mal neo mouth floor NEC | Mal neo mouth floor NOS | Mal neo nasopharynx NEC | Mal neo nasopharynx NOS | Mal neo occipital lobe | Mal neo oral/pharynx NEC | Mal neo oropharynx NEC | Mal neo pancreas body | Mal neo pancreas head | Mal neo pancreas tail | Mal neo pancreatic duct | Mal neo parietal lobe | Mal neo parietal pleura | Mal neo peritoneum NEC | Mal neo peritoneum NOS | Mal neo pharynx NOS | Mal neo post mediastinum | Mal neo post nasopharynx | Mal neo post oropharynx | Mal neo pyloric antrum | Mal neo pyriform sinus | Mal neo rectosigmoid jct | Mal neo rectum/anus NEC | Mal neo retroperitoneum | Mal neo ribs/stern/clav | Mal neo salivary NOS | Mal neo sigmoid colon | Mal neo skull/face bone | Mal neo small bowel NEC | Mal neo small bowel NOS | Mal neo soft tis abdomen | Mal neo soft tis pelvis | Mal neo soft tis thorax | Mal neo soft tissue NEC | Mal neo soft tissue arm | Mal neo soft tissue head | Mal neo soft tissue leg | Mal neo spinal cord | Mal neo splenic flexure | Mal neo stom great curv | Mal neo stom lesser curv | Mal neo stomach body | Mal neo stomach cardia | Mal neo stomach fundus | Mal neo temporal lobe | Mal neo thoracic esophag | Mal neo tongue base | Mal neo tonsillar fossa | Mal neo transverse colon | Mal neo upper 3rd esoph | Mal neo upper lobe lung | Mal neo upper vermilion | Mal neo urinary NEC | Mal neopl trunk NOS | Mal renovasc hypertens | Malaise and fatigue NEC | Malaria NEC | Malaria NOS | Malaria complicated NEC | Malayan filariasis | Male gen inflam dis NEC | Male gen vascul dis NEC | Male genital dis NEC | Male genital dis NOS | Malfun neuro device/graf | Malfunc card dev/grf NEC | Malfunc cardiac pacemake | Malfunc coron bypass grf | Malfunc gu dev/graft NEC | Malfunc oth device/graft | Malfunc prosth hrt valve | Malfunc urethral cath | Malfunc vasc device/graf | Malig carcinoid ileum | Malig carcinoid oth site | Malig carcinoid rectum | Malig melanoma arm | Malig melanoma leg | Malig melanoma lip | Malig melanoma skin NEC | Malig melanoma skin NOS | Malig melanoma trunk | Malig neo abdomen | Malig neo ascend colon | Malig neo biliary NEC | Malig neo biliary NOS | Malig neo bladder NEC | Malig neo bladder NOS | Malig neo brain NEC | Malig neo brain NOS | Malig neo cervix NEC | Malig neo corpus uteri | Malig neo disseminated | Malig neo endocervix | Malig neo frontal lobe | Malig neo gallbladder | Malig neo gum NOS | Malig neo hard palate | Malig neo lower gum | Malig neo main bronchus | Malig neo oropharynx NOS | Malig neo pancreas NEC | Malig neo pancreas NOS | Malig neo parathyroid | Malig neo parotid | Malig neo penis NOS | Malig neo pituitary | Malig neo renal pelvis | Malig neo site NEC | Malig neo soft palate | Malig neo subglottis | Malig neo supraglottis | Malig neo testis NEC | Malig neo tongue NEC | Malig neo tongue NOS | Malig neo upper gum | Malig neo vertebrae | Malig neopl anal canal | Malig neopl kidney | Malig neopl pleura NEC | Malig neopl pleura NOS | Malig neopl stomach NEC | Malig neopl stomach NOS | Malig neopl uterus NOS | Malig neoplasm mouth NEC | Malig neuroendo ca NOS | Malign neopl adrenal | Malign neopl breast NEC | Malign neopl breast NOS | Malign neopl cerebrum | Malign neopl choroid | Malign neopl ovary | Malign neopl pelvis | Malign neopl prostate | Malign neopl retina | Malign neopl thorax | Malign neopl thyroid | Malign neopl ureter | Malign neopl urethra | Malign neopl vagina | Malign neopl vallecula | Malign neopl vulva NOS | Malignant ascites | Malignant hypertension | Malignant hyperthermia | Malignant neo anus NOS | Malignant neo appendix | Malignant neo colon NEC | Malignant neo colon NOS | Malignant neo glottis | Malignant neo larynx NEC | Malignant neo larynx NOS | Malignant neo liver NOS | Malignant neo palate NOS | Malignant neo pylorus | Malignant neo trachea | Malignant neopl duodenum | Malignant neopl heart | Malignant neopl jejunum | Malignant neopl rectum | Malignant neopl thymus | Malignant neopl tonsil | Malignant neoplasm NOS | Malignant neoplasm cecum | Malignant neoplasm ileum | Malignant otitis externa | Malignant pleural effusn | Mallory-weiss syndrome | Malnutrition mild degree | Malnutrition mod degree | Malocclusion NOS | Malpos/dispro NEC aff NB | Malposition of heart | Malunion of fracture | Mammographic microcalcif | Mandible fx NOS-closed | Mandible fx NOS-open | Mantle cell lym xtrrndl | Mantle cell lymph multip | Mantle cell lymph spleen | Mantle cell lymph thorax | Marfan syndrome | Margin zone lym abdom | Margin zone lymph spleen | Margnl zone lym xtrndl | Mastodynia | Mastoiditis NOS | Mat anesth/analg aff NB | Mat anticonv aff NB/fet | Mat cocaine aff NB/fet | Matern compl NEC aff NB | Matern hyperten aff NB | Matern hypoten syn-deliv | Matern narc aff NB/fetus | Matern urine dis aff NB | Maternal DES af NB/fetus | Maternal cond NEC aff NB | Maternal infec aff NB | Mch cmp autm mplnt dfbrl | Mech com orth dev NEC | Mech com pros jt implant | Mech comp esophagostomy | Mech comp respirator | Mech loosening pros jt | Meckel's diverticulum | Meconium asp w resp symp | Meconium dur del aff NB | Meconium obstruction | Meconium staining | Med exam NEC-admin purp | Median nerve lesion NEC | Mediastinitis | Mediastinum disease NEC | Medical misadventure NEC | Medical misadventure NOS | Medullary sponge kidney | Megacolon NEC | Megaloblastic anemia NEC | Membranoprolif nephr NOS | Membranoprolif nephrosis | Membranous nephritis NOS | Memory loss | Meniere's disease NOS | Mening in oth bact dis | Mening in oth viral dis | Meningismus | Meningitis NOS | Meningitis oth spcf bact | Meningococc pericarditis | Meningococcal meningitis | Meningococcemia | Menopausal disorder NEC | Menopausal disorder NOS | Menstrual disorder NEC | Menstrual disorder NOS | Mental dis-deliv w p/p | Mental disor NEC oth dis | Mental disor NOS oth dis | Mental disorder-antepart | Mental disorder-deliver | Mental disorder-postpart | Meralgia paresthetica | Merkel cell ca-oth sites | Metabolic cardiomyopathy | Metabolic encephalopathy | Metabolism disorder NEC | Metabolism disorder NOS | Metalworking machine acc | Metatarsus varus | Meth res pneu d/t Staph | Meth resis Staph carrier | Meth sus pneum d/t Staph | Meth susc Staph aur sept | Meth susc Staph carrier | Methemoglobinemia | Metrorrhagia | Mgkrycyt leuk in relapse | Mgrn NOS w ntrc w st mgr | Mgrn unsp w ntrc mgr std | Mgrn w aura wo ntrc mgrn | Microcephalus | Microgenia | Microglossia | Microscopic hematuria | Microtia | Migrne unsp wo ntrc mgrn | Mild cognitive impairemt | Mild dysplasia of cervix | Mild hyperemesis-antepar | Mild intellect disabilty | Mild nonprolf db retnoph | Mild/NOS preeclamp-antep | Mild/NOS preeclamp-deliv | Mild/NOS preeclamp-p/p | Mild/mod birth asphyxia | Miliary TB NEC-unspec | Miliary TB NOS-cult dx | Miliary TB NOS-histo dx | Miliary TB NOS-oth test | Miliary TB NOS-unspec | Mineral deficiency NEC | Mineralcorticoid defcnt | Miosis not d/t miotics | Missed abortion | Mitr/aortic mult involv | Mitral insuf/aort stenos | Mitral stenos/aort insuf | Mitral stenosis | Mitral stenosis w insuff | Mitral valve dis NEC/NOS | Mitral valve disorder | Mitral/aortic stenosis | Mitral/aortic v dis NOS | Mitral/aortic val insuff | Mixed acid-base bal dis | Mixed hearing loss,bilat | Mixed hearing loss,unilt | Mixed hyperlipidemia | Mixed incontinence | Mlg mast unsp xtrndl org | Mlt opn wnd shldr w tend | Mningts gram-neg bct NEC | Mnplg upr lmb nondmnt sd | Mod intellect disability | Mod nonprolf db retinoph | Molluscum contagiosum | Monoarthritis NOS-l/leg | Monoclon paraproteinemia | Monocytosis-symptomatic | Mononeuritis NOS | Mononeuritis arm NEC | Mononeuritis arm NOS | Mononeuritis leg NOS | Mononeuritis multiplex | Monoplegia NOS | Monplga lwr lmb dmnt sde | Monplga lwr lmb unsp sde | Monplga upr lmb dmnt sde | Monplga upr lmb unsp sde | Monteggia's fx-closed | Monteggia's fx-open | Mood disorder other dis | Morbid obesity | Mouth anomaly NEC | Moyamoya disease | Mth sus Stph aur els/NOS | Mucopur conjunctivit NEC | Mucosits d/t antineo rx | Mult congen anomal NEC | Mult cranial nerve palsy | Mult crushing injury arm | Mult endo neoplas type I | Mult fx mandible-closed | Mult fx mandible-open | Mult fx metacarpus-close | Mult fx metacarpus-open | Mult gest malpres-deliv | Mult mye w/o achv rmson | Mult myelm w remission | Mult myeloma in relapse | Mult opn wnd should-comp | Mult pregnancy aff NB | Multiple contusion arm | Multiple contusion trunk | Multiple contusions NEC | Multiple fx hand-closed | Multiple fx hand-open | Multiple sclerosis | Multisystem toxoplasmos | Musc disuse atrophy NEC | Muscle disorders NEC | Muscle weakness-general | Muscle/ligament dis NEC | Muscle/ligament dis NOS | Muscskel sympt limb NEC | Musculoskel anom NEC/NOS | Mv acc board/alight-driv | Mv acc board/alight-psgr | Mv board/alight-pers NEC | Mv coll NOS-mcycl psngr | Mv coll NOS-ped cycl | Mv coll w obj-ped cycl | Mv coll w oth obj-driver | Mv coll w oth obj-mocycl | Mv coll w oth obj-pasngr | Mv coll w ped-anim rid | Mv coll w ped-ped cycl | Mv coll w pedest-driver | Mv coll w pedest-motcycl | Mv coll w pedest-pasngr | Mv coll w pedest-pedest | Mv collis NOS-motorcycl | Mv collis NOS-pers NOS | Mv collision NOS-driver | Mv collision NOS-pasngr | Mv collision NOS-pedest | Mv n-traf acc NEC-mocycl | Mv n-traff NEC-pedest | Mv n-traff NEC-pers NEC | Mv n-traff NEC/NOS-psgr | Mv n-traff acc NEC-driv | Mv traff acc NEC-driver | Mv traff acc NEC-mocycl | Mv traff acc NEC-pasngr | Mv traff acc NEC-pedest | Mv traff acc-pers NEC | Mv traff acc-pers NOS | Mv-oth veh coll-driver | Mv-oth veh coll-mcyc psg | Mv-oth veh coll-motcycl | Mv-oth veh coll-pasngr | Mv-oth veh coll-ped cycl | Mv-oth veh coll-pers NEC | Myalgia and myositis NOS | Myasthenia in oth dis | Myasthna gravs w ac exac | Mycobacterial dis NEC | Mycobacterial dis NOS | Mycoses NEC & NOS | Mycosis fungoides abdom | Mycosis fungoides head | Mycosis fungoides mult | Mycosis fungoides thorax | Mycotic corneal ulcer | Mycotic mycetomas | Mycs fng unsp xtrndl org | Mydriasis not d/t mydrtc | Myelitis cause NEC | Myelodysplastic synd NOS | Myelodyspls syn w 5q del | Myelofi w myelo metaplas | Myelofibrosis | Myelopathy NEC | Myelopathy in oth dis | Myelophthisis | Myl sarcoma wo achv rmsn | Myocardial degeneration | Myocarditis NOS | Myoclonus | Myogenic ptosis | Myoglobinuria | Myoneural disorders NEC | Myoneural disorders NOS | Myopathies NEC | Myopathy NOS | Myopathy in endocrin dis | Myopia | Myotonia congenita | Myotonic musclr dystrphy | Mysthna grvs w/o ac exac | N-traf board/alight-driv | N-traf board/alight-psgr | N-traf brd/alight-mocycl | N-traf brd/alit-pers NEC | N-traf brd/alit-pers NOS | NB GI hemorrhage | NB acidosis NEC | NB asp w resp symp NEC | NB atelectasis NEC/NOS | NB cardiac arrest | NB cereb irrit NEC/NOS | NB cold injury syndrome | NB cutaneous hemorrhage | NB drug withdrawal syndr | NB fetal blood loss NEC | NB hemolyt dis-abo isoim | NB hemolyt dis-isoim NEC | NB hemolyt dis:rh isoimm | NB hemorrhagic disease | NB hypothermia NEC | NB hypoxia | NB integument cond NEC | NB integument cond NOS | NB interstit emphysema | NB intraven hem NOS | NB intraven hem,grade i | NB intraven hem,grade ii | NB intraven hem,grade iv | NB intravn hem,grade iii | NB obs genetc/metabl cnd | NB obsrv oth suspct cond | NB obsrv suspct infect | NB obsrv suspct neurlgcl | NB pulmonary hemorrhage | NB respiratory arrest | NB respiratory cond NOS | NB septicemia [sepsis] | NB subarachnoid hemorr | NB temp regulat dis NEC | NB transitory tachypnea | NB urinary tract infectn | Nail anomalies NEC | Narcissistic personality | Narclpsy w/o cat oth dis | Narcolepsy w cataplexy | Narcolepsy w/o cataplexy | Nasal & sinus dis NEC | Nasal bone fx-closed | Nasal bone fx-open | Nasal mucositis (ulcer) | Nasal polyp NOS | Nasal sinus polyp NEC | Nausea alone | Nausea with vomiting | Nd other specf vacnation | Nd vac hmophlus inflnz b | Nd vac strp pnumn/inflnz | Nd vac strptcs pneumni b | Ndlr lym unsp xtrndl org | Ndr sclr unsp xtrndl org | Necrosis of artery | Necrotizing fasciitis | Need prphyl vc vrl hepat | Neonat diabetes mellitus | Neonat endo/met dis NEC | Neonat jaund in oth dis | Neonat jaund preterm del | Neonatal bradycardia | Neonatal candida infect | Neonatal conjunctivitis | Neonatal dehydration | Neonatal hemorrhage NEC | Neonatal hypoglycemia | Neonatal nasolacrml obst | Neonatal neutropenia | Neonatal tachycardia | Neonatal thrombocytopen | Neonatal thyrotoxicosis | Neoplasm other sites NOS | Neoplasm related pain | Nephritis NEC | Nephritis NOS | Nephritis NOS in oth dis | Nephrogen diabetes insip | Nephrotic syn in oth dis | Nephrotic syn, prolifer | Nephrotic syndrome NEC | Nephrotic syndrome NOS | Nerve/musculskel sym NEC | Nervous syst complc NOS | Nervous system anom NEC | Nervous system anom NOS | Neural hearng loss,bilat | Neuralgia/neuritis NOS | Neurofibromatosis NOS | Neurofibromatosis typ II | Neurofibromatosis type I | Neurogenic bladder | Neurogenic bladder NOS | Neurogenic bowel | Neurohypophysis dis NEC | Neuroleptic malgnt synd | Neurologic neglect syndr | Neuromyelitis optica | Neuropathy due to drugs | Neuropathy in diabetes | Neuropathy in malig dis | Neuropathy in other dis | Neurosyphilis NOS | Neurpthy in col vasc dis | Neurpthy toxic agent NEC | Neutropenia NEC | Neutropenia NOS | Neutropenia d/t infectn | Nevus, non-neoplastic | No family able to care | No med facilities NEC | No proc for reasons NEC | No proc/contraindication | No proc/patient decision | No vaccin-caregiv refuse | No vaccination-pt refuse | Nocturia | Nod prostate w ur obst | Nod prostate w/o ur obst | Nodular lymphoma abdom | Nodular lymphoma head | Nodular lymphoma inguin | Nodular lymphoma mult | Nodular lymphoma pelvic | Non-healing surgcl wound | Nonauto hem anemia NOS | Noncmplnt w renal dialys | Nonexudat macular degen | Noninf gastroenterit NEC | Noninfect dis pinna NEC | Noninfect lymph dis NEC | Noninfect vag leukorrhea | Noninfl dis ova/adnx NEC | Noninfl dis ova/adnx NOS | Noninflam dis vagina NEC | Noninflam dis vulva NEC | Noninflam dis vulva NOS | Nonorganic sleep dis NEC | Nonprolf db retnoph NOS | Nonpsychot brain syn NOS | Nonpsychotic disord NOS | Nonpyogen thrombos sinus | Nonpyogenic meningitis | Nonrheum tricusp val dis | Nonrupt cerebral aneurym | Nonsp abn fd-bilry tract | Nonsp abn fd-skull/head | Nonsp abn find-body NEC | Nonsp abn find-gi tract | Nonsp abn find-gu organs | Nonsp abn find-ms system | Nonsp abn fnd-abdom area | Nonsp abn intrathor NEC | Nonsp positive cult NEC | Nonsp rea gma interferon | Nonsp rea skn test wo tb | Nonspecif skin erupt NEC | Nonsupp otitis media NOS | Nonteratogenic anom NEC | Nontox multinodul goiter | Nontox nodul goiter NOS | Nontox uninodular goiter | Nontraum comp syn-low ex | Nontraum comp syn-up ext | Nontraum extradural hem | Nontraum muscle rupture | Nontrauma comp syn-abd | Nontrauma hema soft tiss | Nonunion of fracture | Nonvenom arthropod bite | Norml pressure hydroceph | Nose anomaly NEC | Nox sub NEC aff NB/fetus | Nox sub NOS aff NB/fetus | Nutrition deficiency NEC | Nutrition deficiency NOS | Nutrition optc neuropthy | Nutritional anemia NEC | Nutritional marasmus | Nystagmus NEC | Nystagmus NOS | Ob inj pelv org NEC-del | Ob pyemic embol-antepart | Ob surg comp NEC-postpar | Ob surg compl-del w p/p | Ob trauma NEC-del w p/p | Obesity NOS | Obesity hypovent synd | Obesity-antepartum | Obesity-postpartum | Obj w-w/o sub fall NEC | Objective tinnitus | Obs chr bronc w ac bronc | Obs chr bronc w(ac) exac | Obs dfct ren plv&urt NOS | Observ-accident NEC | Observ-inflicted inj NEC | Obsessive-compulsive dis | Obsrv NB suspc resp cond | Obst chr bronc w/o exac | Obst def ren plv&urt NEC | Obstetric shock-deliver | Obstetric shock-postpart | Obstr incisional hernia | Obstr ventral hernia NEC | Obstr ventral hernia NOS | Obstruc/fet malpos-deliv | Obstruct heart anom NEC | Obstruction gallbladder | Obstruction of bile duct | Obstructiv hydrocephalus | Obstructive sleep apnea | Ocl art NOS w infrct | Ocl bslr art w infrct | Ocl bslr art wo infrct | Ocl crtd art w infrct | Ocl crtd art wo infrct | Ocl mlt bi art w infrct | Ocl mlt bi art wo infrct | Ocl spcf art w infrct | Ocl spcf art wo infrct | Ocl vrtb art w infrct | Ocl vrtb art wo infrct | Ocular lac w/o prolapse | Ocular lacera w prolapse | Oil/essence pneumonitis | Old FB in soft tissue | Old detachment, partial | Old detachment, total | Old disrupt post cruciat | Old hyperten NEC-postpar | Old myocardial infarct | Olecranon bursitis | Oligohydramnios aff NB | Oligohydramnios-deliver | Oliguria & anuria | Omphalitis of newborn | Onychia of finger | Onychia of toe | Op skl base fx-deep coma | Op skl base fx-prol coma | Op skl base fx/cereb lac | Op skl base fx/menin hem | Op subarach hem-brf coma | Op subarach hem-coma NOS | Op subarach hem-deep com | Open skull base fracture | Open skull fracture NEC | Open subdur hem w/o coma | Open wnd face NEC-compl | Open wnd face NOS-compl | Open wnd finger w tendon | Open wnd forearm w tendn | Open wnd forehead-compl | Open wnd head NEC-compl | Open wnd hip/thigh-compl | Open wnd knee/leg-compl | Open wnd knee/leg/ankle | Open wnd nas sinus-compl | Open wnd nose NOS-compl | Open wnd trunk NEC-compl | Open wnd up arm w tendon | Open wnd upper arm-compl | Open wound arm mult/NOS | Open wound axilla-compl | Open wound back-compl | Open wound breast-compl | Open wound buccal mucosa | Open wound cheek-compl | Open wound chest-compl | Open wound elbow-complic | Open wound finger-compl | Open wound foot w tendon | Open wound foot-compl | Open wound forearm-compl | Open wound hand w tendon | Open wound jaw-complicat | Open wound larynx-compl | Open wound lip-complicat | Open wound nasal cavity | Open wound nasal septum | Open wound nasal sinus | Open wound of auricle | Open wound of axilla | Open wound of back | Open wound of breast | Open wound of buttock | Open wound of cheek | Open wound of chest | Open wound of cochlea | Open wound of ear NEC | Open wound of ear NOS | Open wound of ear drum | Open wound of elbow | Open wound of face NEC | Open wound of face NOS | Open wound of finger | Open wound of foot | Open wound of forearm | Open wound of forehead | Open wound of hand | Open wound of head NEC | Open wound of hip/thigh | Open wound of jaw | Open wound of leg NEC | Open wound of lip | Open wound of mouth NOS | Open wound of neck NEC | Open wound of nose NOS | Open wound of palate | Open wound of penis | Open wound of pharynx | Open wound of scalp | Open wound of scapula | Open wound of shoulder | Open wound of toe | Open wound of trachea | Open wound of trunk NEC | Open wound of upper arm | Open wound of vagina | Open wound of wrist | Open wound pharynx-compl | Open wound scalp-compl | Open wound site NOS | Open wound thyroid gland | Open wound tongue-compl | Open wound trachea-compl | Open wound vagina-compl | Open wound vulva-compl | Open wound wrist-complic | Open-angle glaucoma NOS | Opioid abuse-continuous | Opioid abuse-episodic | Opioid abuse-in remiss | Opioid abuse-unspec | Opioid dependence-contin | Opioid dependence-episod | Opioid dependence-remiss | Opioid dependence-unspec | Opioid/other dep-contin | Opioid/other dep-episod | Opioid/other dep-remiss | Opioid/other dep-unspec | Opn brain lac-proln coma | Opn brain lacer-coma NOS | Opn cerebe lac-deep coma | Opn cerebel lac-mod coma | Opn cortex lac-deep coma | Opn cortex lacer-no coma | Opn lumbar fx w cord inj | Opn skl base fx w/o coma | Opn skl base fx-brf coma | Opn skl base fx-coma NOS | Opn skl fx NEC-deep coma | Opn skl fx NEC/cereb lac | Opn skl vlt fx-deep coma | Opn skl vlt fx/cereb lac | Opn skl vlt fx/menin hem | Opn skl/oth fx-deep coma | Opn skl/oth fx/menin hem | Opn skul base fx/hem NEC | Opn skul fx NEC-brf coma | Opn skul fx NEC-coma NOS | Opn skul vlt fx w/o coma | Opn skul vlt fx-brf coma | Opn skul vlt fx-coma NOS | Opn skul/oth fx-coma NOS | Opn skul/oth fx-mod coma | Opn skull vault fracture | Opn skull vlt fx/hem NEC | Opn subarach hem-concuss | Opn subarach hem-no coma | Opn subdur hem-brf coma | Opn subdur hem-concuss | Opn wnd ant abdomen-comp | Opn wnd anterior abdomen | Opn wnd buc mucosa-compl | Opn wnd hip/thigh w tend | Opn wnd knee/leg w tendn | Opn wnd lat abdomen-comp | Opn wnd lateral abdomen | Opn wnd ocular adnex NEC | Opn wnd scrot/test-compl | Opn wnd shouldr w tendon | Opn wnd tongue/mouth flr | Opn wound auditory canal | Opn wound elbow w tendon | Opn wound extern ear NOS | Opn wound hand-complicat | Opn wound neck NEC-compl | Opn wound scrotum/testes | Opn wound site NOS-compl | Opn wound wrist w tendon | Opportunistic mycoses | Opposition defiant disor | Opt chiasm w pituit dis | Optic atrophy NOS | Optic nerve disorder NEC | Optic nerve injury | Optic neuritis NEC | Optic neuritis NOS | Oral aphthae | Oral soft tissue dis NEC | Orbital cellulitis | Orbital disorder NOS | Orbital disorders NEC | Orbital edema | Orbital granuloma | Orbital hemorrhage | Orbital myositis | Orbital osteomyelitis | Orchitis with abscess | Orchitis/epididymit NEC | Orchitis/epididymit NOS | Organic hypersomnia NEC | Organic sleep apnea NOS | Organic writers' cramp | Orofacial dyskinesia | Orthopedic aftercare NEC | Orthopedic aftercare NOS | Orthopnea | Orthostatic hypotension | Ossification cerv lig | Osteitis condensans | Osteitis deformans NOS | Osteoarthro NOS-oth site | Osteoarthros NOS-ankle | Osteoarthros NOS-forearm | Osteoarthros NOS-hand | Osteoarthros NOS-l/leg | Osteoarthros NOS-pelvis | Osteoarthros NOS-shlder | Osteoarthros NOS-unspec | Osteoarthros NOS-up/arm | Osteoarthrosis-mult site | Osteogenesis imperfecta | Osteomalacia NOS | Osteomyelit NOS-forearm | Osteomyelit NOS-oth site | Osteomyelitis NOS-ankle | Osteomyelitis NOS-hand | Osteomyelitis NOS-l/leg | Osteomyelitis NOS-mult | Osteomyelitis NOS-pelvis | Osteomyelitis NOS-unspec | Osteomyelitis NOS-up/arm | Osteoporosis NEC | Osteoporosis NOS | Ostium primum defect | Ot art emb/thrm abd aort | Ot comp ot bariatrc proc | Ot encph/mye ot inf else | Ot nonsp ab fnd lung fld | Ot pul insuf fol trm/srg | Ot sp hmiplg nondmnt sde | Ot sp hmiplga domnt side | Ot sp hmiplga unspf side | Otalgia NOS | Oth abnormalt urination | Oth acq limb deformity | Oth adult abuse/neglect | Oth coll mov obj-ped cyc | Oth coll mov obj-pedest | Oth coll mov obj-per NEC | Oth coll stn obj-cyc psg | Oth coll stn obj-per NEC | Oth coll stnd obj-mocycl | Oth coll stndng obj-driv | Oth coll stndng obj-psgr | Oth con d/t chrm anm NEC | Oth cond due to sex chrm | Oth curr cond-antepartum | Oth curr cond-del w p/p | Oth curr cond-delivered | Oth curr cond-postpartum | Oth dermatitis solar rad | Oth digestv system comp | Oth drg indcd pancytopna | Oth enteroviral cns dis | Oth func dsdr bladder | Oth gram negatv bacteria | Oth hyprtrophic cardiomy | Oth imno npl wo ach rmsn | Oth imnprlf neo-relapse | Oth inf vena cava thromb | Oth learning difficulty | Oth leuk w/o achv rmsn | Oth lym leu wo achv rmsn | Oth lymp unsp xtrndl org | Oth mononeur lower limb | Oth mult lb-in hosp w cs | Oth neonatal coag dis | Oth nonauto hem anemia | Oth nspcf finding blood | Oth ob compl-deliv w p/p | Oth ob compl-delivered | Oth ob surg compl-postpa | Oth off-road mv acc-driv | Oth off-road mv acc-psgr | Oth off-road mv-mocycl | Oth off-road mv-ped cycl | Oth off-road mv-pedest | Oth off-road mv-pers NOS | Oth parent-child problem | Oth placent cond-deliver | Oth postsurgery lordosis | Oth powered aircraft acc | Oth prblms rltd lfstyle | Oth rd veh acc-pers NEC | Oth sequela, chr liv dis | Oth severe malnutrition | Oth spcf cmplc procd NEC | Oth spcf deformity head | Oth spcf dsdr urethra | Oth spcf hypoglycemia | Oth spcf paralytic synd | Oth spcf prph vscl anoml | Oth spcf retention urine | Oth spec dis viruses | Oth specf bacteria | Oth specf viral infectn | Oth specfd viral warts | Oth spf gastrt w hmrhg | Oth spf gstrt w/o hmrhg | Oth symptm urinary systm | Oth tissue graft malfunc | Oth umbil cord compress | Oth unspcf nspf imun fnd | Oth urinry incontinence | Oth varn unsp xtrndl org | Oth vehicle acc NEC | Oth viral dis-delivered | Oth vrl hepat w hpt coma | Oth vrl hpat wo hpt coma | Oth/uns inf-cen ven cath | Other acq back deformity | Other acute sinusitis | Other air leak | Other alter consciousnes | Other anaerobes | Other anaphylactic react | Other apnea of newborn | Other appendicitis | Other atopic dermatitis | Other back symptoms | Other conduct disorder | Other dsrders esophagus | Other dyschromia | Other esophagitis | Other general symptoms | Other gu neoplasm NOS | Other hammer toe | Other heart block | Other hyperalimentation | Other lung disease NEC | Other lymphedema | Other pancytopenia | Other pneumothorax | Other postop infection | Other prophylac chemothr | Other psoriasis | Other pulmonary insuff | Other quadriplegia | Other sborheic keratosis | Other sequelae of MI NEC | Other specf TMJ disordrs | Other specf dermatoses | Other specfd counseling | Other staphylococcus | Other streptococcus | Other ulcerative colitis | Other viral intes infec | Othr migrne wo ntrc mgrn | Otitis media NOS | Otogenic pain | Otorrhea NEC | Otorrhea NOS | Otosclerosis NOS | Ovarian cyst NEC/NOS | Ovarian endometriosis | Ovarian failure NEC | Ovarian hyperfunc NEC | Ovarn preg w/o intra prg | Overexert reptv mvmt NEC | Overflow incontinence | Overweight | Overxrt-sudn stren mvmt | P/p coag def-del w p/p | Pain in limb | Pain in or around eye | Painful respiration | Palindrom rheum-unspec | Pallor | Palpitations | Palsy of conjugate gaze | Pancreas anomalies | Pancreas injury NOS-clos | Pancreas injury NOS-open | Pancreas, head inj-close | Pancreas, tail inj-close | Pancreas, tail inj-open | Pancreat cyst/pseudocyst | Pancreatic disease NEC | Pancreatic disease NOS | Pancreatic disorder NEC | Pancreatic disorder NOS | Panhypopituitarism | Panic dis w/o agorphobia | Panniculitis of neck | Panniculitis, site NEC | Panniculitis, unsp site | Panophthalmitis | Panuveitis | Pap smear anus w ASC-US | Papillary muscle dis NEC | Papillary muscle rupture | Papilledema NOS | Papilledema w decr press | Papilledema w incr press | Paralysis NOS | Paralysis agitans | Paralytic ileus | Paralytic ptosis | Paralytic strabismus NOS | Paranoid personality | Paranoid schizo-chronic | Paranoid schizo-unspec | Paranoid state NOS | Paranoid states NEC | Parapharyngeal abscess | Paraphrenia | Paraplegia NOS | Paraproteinemia NEC | Parapsoriasis | Parathyroid disorder NEC | Parinfluenza viral pneum | Parox atrial tachycardia | Parox tachycardia NOS | Parox ventric tachycard | Part anom pulm ven conn | Part arterial occlusion | Part detach-singl defec | Part epil w intr epil | Part epil w/o intr epil | Partial edentulism NOS | Partial third nerv palsy | Parvovirus B19 | Pasteurellosis | Patau's syndrome | Patellar tendinitis | Patent ductus arteriosus | Path fx dstl radius ulna | Path fx humerus | Path fx neck of femur | Path fx oth spcf prt fmr | Path fx oth specif site | Path fx tibia fibula | Path fx vertebrae | Pathol dislocat-jt NEC | Pathol dislocat-shlder | Pauciart juv rheum arthr | Pectus carinatum | Pectus excavatum | Ped cycl acc-ped cyclist | Pedal cycle acc-pedest | Pediculosis NOS | Pediculus capitis | Pellagra | Pelv fx-clos/pelv disrup | Pelv fx-open/pelv disrup | Pelv perit endometriosis | Pelvic congestion synd | Pelvic fracture NEC-clos | Pelvic fracture NEC-open | Pelvic fracture NOS-clos | Pelvic fracture NOS-open | Pelvic hematoma-postpart | Pelvic organ inj NEC-cl | Pelvic organ inj NEC-opn | Pelvic organ inj NOS-cl | Pelvic organ inj NOS-opn | Pemphigoid | Pemphigus | Penetr wnd orbit w/o FB | Penetrat FB NEC eye | Penetrat wnd orbit w FB | Penile anomalies NEC | Peptic ulcer NOS | Perforat tympan memb NOS | Perforation gallbladder | Perforation of bile duct | Perforation of esophagus | Perforation of intestine | Periapical abscess | Pericardial disease NEC | Pericardial disease NOS | Perichondritis pinna NOS | Perinat GI sys dis NEC | Perinat GI sys dis NOS | Perinat jaund:hemolysis | Perinatal chr resp dis | Perinatal condition NEC | Perinatal condition NOS | Perinatal infection NEC | Perinatal intest perfor | Periodic paralysis | Periodontal disease NEC | Periodontosis | Peripartum card-postpart | Peripartum cardiomy-del | Periph T cell lym multip | Periph T cell lym xtrndl | Periph vascular dis NEC | Periph vascular dis NOS | Peripheral vertigo NEC | Peripheral vertigo NOS | Periprosthetc fx-pros jt | Periprosthetc osteolysis | Peritoneal abscess | Peritoneal adhesions | Peritoneal disorder NEC | Peritoneal effusion | Peritoneum injury-closed | Peritoneum injury-open | Peritonitis (acute) gen | Peritonitis NEC | Peritonitis NOS | Peritonitis in infec dis | Peritonsillar abscess | Perivent leukomalacia | Pernicious anemia | Peroneal muscle atrophy | Persist hyperplas thymus | Persist postop fistula | Persistent fetal circ | Persistent insomnia | Persistent vegtv state | Persistent vomiting | Persn w feared complaint | Person feigning illness | Personal history UTI | Personal history of fall | Personal histry malaria | Personal hygiene NEC | Personality chg oth dis | Personality disorder NOS | Personl hx infection CNS | Pervasv dev dis-cur NEC | Pervasv dev dis-cur NOS | Petit mal status | Peyronie's disease | Phantom limb (syndrome) | Pharyngeal anomaly NEC | Phlbts deep vn up extrm | Phlbts sprfc vn up extrm | Phlbts vn NOS up extrm | Phlebitis intrcran sinus | Photokeratitis | Physical restrain status | Pica | Pigment epitheliopathy | Pigment retina dystrophy | Pilonidal cyst w abscess | Pilonidal cyst w/o absc | Pituitary disorder NEC | Pituitary disorder NOS | Pituitary dwarfism | Pityriasis NEC & NOS | Pityriasis rosea | Pityriasis versicolor | Placent transfusion syn | Placenta hem NEC aff NB | Placenta prev hem-deliv | Placenta previa aff NB | Placenta previa-antepart | Placenta previa-deliver | Plantar fibromatosis | Plantar nerve lesion | Plasmacytoma NOS | Pleural effusion NOS | Pleurisy w/o effus or TB | Pls cl leu w/o achv rmsn | Plsm cel leuk in relapse | Pneu mycplsm pneumoniae | Pneum in aspergillosis | Pneum in infect dis NEC | Pneum in oth sys mycoses | Pneum w cytomeg incl dis | Pneumo oth grm-neg bact | Pneumococcal meningitis | Pneumococcal peritonitis | Pneumococcal pneumonia | Pneumococcal septicemia | Pneumococcus infect NOS | Pneumocystosis | Pneumogastric nerve dis | Pneumon oth spec orgnsm | Pneumonia anaerobes | Pneumonia e coli | Pneumonia in whoop cough | Pneumonia oth spcf bact | Pneumonia oth strep | Pneumonia strptococcus a | Pneumonia strptococcus b | Pneumonia, organism NOS | Pois antidepressants NEC | Pois monoamine oxidase | Pois serotinin reuptake | Pois tricyclc antidepres | Pois-analges/antipyr NEC | Pois-anti-infect NEC/NOS | Pois-anti-parkinson drug | Pois-antiallrg/antiemet | Pois-anticonvul NEC/NOS | Pois-antihyperten agent | Pois-antimycobac drg NEC | Pois-antineopl/immunosup | Pois-arom analgesics NEC | Pois-benzodiazepine tran | Pois-card rhythm regulat | Pois-cardiovasc agt NEC | Pois-cephalosporin group | Pois-cns muscle depress | Pois-coronary vasodilat | Pois-gen anesth NEC/NOS | Pois-loc astring/deterg | Pois-local anti-infect | Pois-parasympatholytics | Pois-parasympathomimetic | Pois-phenothiazine tranq | Pois-propionic acid derv | Pois-sedative/hypnot NEC | Pois-sedative/hypnot NOS | Pois-skelet muscle relax | Pois-topical dental drug | Pois-uric acid metabol | Poison by psychostim NEC | Poison-agricult agent | Poison-alcohol deterrent | Poison-analgesics | Poison-antipsychotic NEC | Poison-antirheumatic NEC | Poison-barbiturates | Poison-corrosiv/caustic | Poison-drug/medicin NEC | Poison-drug/medicin NOS | Poison-ent preparation | Poison-hydantoin derivat | Poison-insulin/antidiab | Poison-intraven anesthet | Poison-medicinal agt NEC | Poison-medicinal agt NOS | Poison-muscle agent NEC | Poison-opiate antagonist | Poison-psychotropic NEC | Poison-psychotropic agt | Poison-sedat/hypnotic | Poison-solid/liquid NEC | Poison-sympathomimetics | Poison-tranquilizer NEC | Poison-vasodilator NEC | Poisoning by amphetamine | Poisoning by caffeine | Poisoning by cocaine | Poisoning-anticoagulants | Poisoning-antidiarrh agt | Poisoning-antilipemics | Poisoning-antimalarials | Poisoning-antitussives | Poisoning-antiviral drug | Poisoning-barbiturates | Poisoning-cardiotonics | Poisoning-cathartic NEC | Poisoning-chloral hydrat | Poisoning-diuretics NEC | Poisoning-expectorants | Poisoning-hallucinogens | Poisoning-heroin | Poisoning-methadone | Poisoning-opiates NEC | Poisoning-opium NOS | Poisoning-penicillins | Poisoning-salicylates | Poisoning-sulfonamides | Poisoning-sympatholytics | Poisoning-tetracycline | Poisoning-thyroid/deriv | Poisoning-vitamins NEC | Polyarteritis nodosa | Polyarthritis NOS-unspec | Polyclon hypergammaglobu | Polycyst kid-autosom dom | Polycyst kid-autosom rec | Polycystic kidney NOS | Polycystic ovaries | Polycythemia neonatorum | Polycythemia vera | Polydactyly NOS | Polydactyly, fingers | Polydactyly, toes | Polydipsia | Polyglandul dysfunc NEC | Polyglandul dysfunc NOS | Polyhydramnios aff NB | Polyhydramnios-delivered | Polymyalgia rheumatica | Polymyositis | Polyp of corpus uteri | Polyp of nasal cavity | Polyphagia | Polyuria | Poor fetal growth-deliv | Popliteal synovial cyst | Portal hypertension | Portal pyemia | Portal vein thrombosis | Post MI syndrome | Post disl prox tibia-cl | Post disloc elbow-closed | Post segmnt anom NEC-eye | Post term preg-del | Post tp lymphprolif dis | Post traumatic seizures | Post-birth umbil hemorr | Post-op foreign body NEC | Post-proc st eye/adn NEC | Post-proc states NEC | Post-surgical forgn body | Post-term infant | Post-trauma headache NOS | Post-traumatic seroma | Postablat hypothyr NEC | Postablat testic hypofun | Postabort pelvic damage | Postabortion compl NEC | Postabortion embolism | Postabortion gu infect | Postabortion hemorrhage | Postcholecystectomy synd | Postconcussion syndrome | Postendoscopy forgn body | Posterior disloc hip-cl | Postgastric surgery synd | Postherpes polyneuropath | Postherpes trigem neural | Postinf encephalitis NEC | Postinflam pulm fibrosis | Postlaminect synd-lumbar | Postlaminectomy kyphosis | Postmastect lymphedema | Postmenopausal bleeding | Postnasal drip | Postop GI funct dis NEC | Postop heterotopic calc | Postop oth specfd aftrcr | Postop shock, other | Postop shock, septic | Postop shock,cardiogenic | Postop urethral strictur | Postop vaginal prolapse | Postoperative air leak | Postoperative shock, NOS | Postpa hem NEC-del w p/p | Postpart coag def-postpa | Postpart hem NEC-postpar | Postphlbtc synd w/o comp | Postproc aspiration pneu | Postprocedural fever | Postsurg hypoinsulinemia | Postsurgical hypothyroid | Posttraum wnd infec NEC | Posttraumatic stress dis | Postvaricella encephalit | Pouchitis | Prader-willi syndrome | Precipitate del aff NB | Precipitate labor-deliv | Precordial pain | Preg compl NEC-antepart | Preg compl NEC-del w p/p | Preg compl NEC-delivered | Preg state, incidental | Preg w hx of infertility | Preglaucoma NOS | Prem separ placen-deliv | Premat rupt memb aff NB | Premature beats NEC | Premature beats NOS | Premenopause menorrhagia | Premenstrual tension | Preop cardiovsclr exam | Prepatellar bursitis | Presbyopia | Prescrip-oral contracept | Presenile delusion | Presenile dementia | Pressure ulcer, ankle | Pressure ulcer, buttock | Pressure ulcer, elbow | Pressure ulcer, heel | Pressure ulcer, hip | Pressure ulcer, low back | Pressure ulcer, site NEC | Pressure ulcer, site NOS | Pressure ulcer, stage I | Pressure ulcer, stage II | Pressure ulcer, stage IV | Pressure ulcer, upr back | Pressure ulcer,stage III | Pressure ulcer,stage NOS | Pressure ulcer,unstagebl | Preterm NEC 1000-1249g | Preterm NEC 1250-1499g | Preterm NEC 1500-1749g | Preterm NEC 1750-1999g | Preterm NEC 2000-2499g | Preterm NEC 2500+g | Preterm NEC 500-749g | Preterm NEC 750-999g | Preterm NEC <500g | Preterm infant NEC wtNOS | Prev c-delivery-antepart | Prev c-delivery-delivrd | Priapism | Prickly heat | Prim angl-clos glauc NOS | Prim cardiomyopathy NEC | Prim central sleep apnea | Prim hypercoagulable st | Prim open angle glaucoma | Prim prg TB NEC-histo dx | Prim pulm hypertension | Prim thrombocytopen NOS | Primary CNS lymph xtrndl | Primary apnea of newborn | Primary atelectasis | Primary cerebellar degen | Primary coccidioidomycos | Primary focal hyprhidros | Primary hyperparathyroid | Primary syphilis NEC | Prinzmetal angina | Priv dwel fire-accid NEC | Priv dwel fire-fumes NOS | Prob-head/neck/trunk NOS | Problems with learning | Profnd intellct disablty | Prog multifoc leukoencep | Prog muscular atrophy | Progr idiopath scoliosis | Progressive bulbar palsy | Prolapse urethral mucosa | Prolapsed cord aff NB | Prolif diab retinopathy | Proliferat nephritis NOS | Prolong depressive react | Prolong rupt memb-deliv | Prophyl or tx meas NEC | Prophylact immunotherapy | Prostatic congest/hemorr | Prostatic disorders NEC | Prostatic inflam dis NEC | Prostatitis NOS | Protein-cal malnutr NEC | Protein-cal malnutr NOS | Proteinuria | Proteus infection NOS | Protrusio acetabuli NOS | Prphylct orgn rmvl brst | Prphylct orgn rmvl other | Prsn hst ot spf urn dsrd | Prsnl hst colonic polyps | Prsnl hst ot spf dgst ds | Prsnl hst oth nfct parst | Prsnl hst peptic ulcr ds | Prsnl hst poliomyelitis | Prsnl hst tuberculosis | Prsnl hst urnr dsrd calc | Prsnl hx recur pneumonia | Prune belly syndrome | Prurigo | Pruritic conditions NEC | Pruritic disorder NOS | Pruritus of genitalia | Pseudobulbar palsy | Pseudoexfoliat glaucoma | Pseudomonal pneumonia | Pseudomonas infect NOS | Pseudomonas septicemia | Pseudopolyposis colon | Pseudotumor cerebri | Psoas muscle abscess | Psoriatic arthropathy | Psy dis w delus oth dis | Psy dis w halluc oth dis | Psychic factor w oth dis | Psychogen cardiovasc dis | Psychogen musculskel dis | Psychogen paranoid psych | Psychogenic disorder NEC | Psychogenic disorder NOS | Psychogenic pain NEC | Psychogenic respir dis | Psychological stress NEC | Psychophysic visual dist | Psychosexual dis NOS | Psychosis NOS | Psymotr epil w intr epil | Psymotr epil w/o int epi | Pterygium NOS | Ptosis of eyelid NOS | Puerp cerebvas dis-deliv | Puerp comp NEC-del w p/p | Puerp compl NEC-postpart | Puerp endomet del w p/p | Puerp endomet-postpart | Puerp pyrexia-del w p/p | Puerp pyrexia-postpartum | Pul alveolar proteinosis | Pulm congest/hypostasis | Pulm embol NOS-antepart | Pulm embol NOS-postpart | Pulm embol/infarct NEC | Pulmon TB NEC-oth test | Pulmon TB NOS-cult dx | Pulmon TB NOS-micro dx | Pulmon artery aneurysm | Pulmon circulat dis NEC | Pulmon circulat dis NOS | Pulmonary AV malformatn | Pulmonary TB NOS-unspec | Pulmonary actinomycosis | Pulmonary collapse | Pulmonary eosinophilia | Pulmonary mycobacteria | Pulmonary valve anom NEC | Pulmonary valve anom NOS | Pulmonary valve disorder | Pulsating exophthalmos | Pure hypercholesterolem | Pure hyperglyceridemia | Purpura NOS | Purulent endophthalm NOS | Pyelonephritis NOS | Pylorospasm | Pyoderma NEC | Pyoderma gangrenosum | Pyogen arthritis NEC | Pyogen arthritis-ankle | Pyogen arthritis-forearm | Pyogen arthritis-hand | Pyogen arthritis-l/leg | Pyogen arthritis-mult | Pyogen arthritis-pelvis | Pyogen arthritis-shlder | Pyogen arthritis-up/arm | Pyogenic granuloma | Pyrexia in labor-deliver | Pyrophosph cryst-l/leg | Pyrophosph cryst-up/arm | Quadriplegia, unspecifd | Quadrplg c1-c4, complete | Quadrplg c1-c4, incomplt | Quadrplg c5-c7, complete | Quadrplg c5-c7, incomplt | REM sleep behavior dis | RR acc NEC-pedestrian | RR coll NOS-pedestrian | RR coll w oth obj-pedest | Radial nerve lesion | Radial styloid tenosynov | Radiation gastroenterit | Radiation kyphosis | Radiation scoliosis | Radiotherapy encounter | Radiotherapy follow-up | Rape | Rapidly prog nephrit NOS | Raynaud's syndrome | React depress psychosis | React-cardiac dev/graft | React-indwell urin cath | React-int pros devic NEC | React-inter joint prost | React-nerv sys dev/graft | React-oth genitourin dev | React-oth int ortho dev | React-oth vasc dev/graft | React-periton dialy cath | Reactive confusion | Rec depr psych-psychotic | Rec preg loss wo cur prg | Recent detachment, total | Rectal & anal dis NEC | Rectal & anal hemorrhage | Rectal & anal stenosis | Rectal & anal ulcer | Rectal prolapse | Rectocele | Rectum injury-closed | Rectum injury-open | Recur bilat inguin hern | Recur depr psych-severe | Recur dislocat-l/leg | Recur dislocat-pelvis | Recur dislocat-shlder | Recur manic-sev w psycho | Recur unil ing hern-gang | Recur unil ing hern-obst | Recur unilat inguin hern | Recurr depr psychos-mild | Recurr depr psychos-mod | Recurr depr psychos-unsp | Recurrent hypersomnia | Redness/discharge of eye | Reduc deform up limb NOS | Reduction deform leg NOS | Reduction deform, brain | Redun prepuce & phimosis | Reentrant mv coll-driver | Referred pain of ear | Reflux esophagitis | Refusal of treatment | Reg enterit sm/lg intest | Reg enteritis, lg intest | Reg enteritis, sm intest | Regional enteritis NOS | Reiter's disease | Removal int fixation dev | Renal & ureteral dis NEC | Renal & ureteral dis NOS | Renal agenesis | Renal artery aneurysm | Renal artery atheroscler | Renal artery hyperplasia | Renal dialysis encounter | Renal dialysis status | Renal dis NOS-antepartum | Renal dis NOS-delivered | Renal dysplasia | Renal failure NOS | Renal hyperten-postpart | Renal osteodystrophy | Renal sclerosis NOS | Renal vascular disorder | Renal vein thrombosis | Renal vessel anomaly | Renal/perirenal abscess | Renovasc hypertension | Residual hemorrhoid tags | Resp brncio interst lung | Resp cond dt smoke inhal | Resp cond: ext agent NEC | Resp failure of newborn | Resp obstr-food inhal | Resp obstr-inhal obj NEC | Resp prob after brth NEC | Resp syncyt viral pneum | Resp sys/chest symp NEC | Resp system disease NEC | Resp system disease NOS | Respirator depend status | Respiratory abnorm NEC | Respiratory abnorm NOS | Respiratory anomaly NEC | Respiratory arrest | Respiratory comp NEC | Respiratory distress syn | Respiratory neoplasm NOS | Resprtry syncytial virus | Restless legs syndrome | Ret cholelh fol cholecys | Retain FB NEC | Retain organic frag NEC | Retain plastic fragments | Retained dental root | Retained glass fragments | Retained metal frag NOS | Retclsrc unsp xtrndl org | Retention urine NOS | Reticulosarcoma abdom | Reticulosarcoma head | Reticulosarcoma inguin | Reticulosarcoma mult | Reticulosarcoma thorax | Retinal detachment NEC | Retinal detachment NOS | Retinal disorder NOS | Retinal disorders NEC | Retinal edema | Retinal hemorrhage | Retinal ischemia | Retinal varices | Retinal vasc occlus NOS | Retinal vascular changes | Retrolental fibroplasia | Retroperiton abscess NEC | Retroperitoneum inj-cl | Retroperitoneum inj-open | Retropharyngeal abscess | Rflx sym dystrph lwr lmb | Rflx sym dystrph oth st | Rflx sym dystrph up limb | Rh incomp/HTR NEC | Rh isoimmunizat-antepart | Rhabdomyolysis | Rheum aortic dis NEC/NOS | Rheum aortic sten/insuff | Rheum fev w/o hrt involv | Rheum pulmon valve dis | Rheumat aortic stenosis | Rheumatic aortic insuff | Rheumatic heart dis NEC | Rheumatic heart dis NOS | Rheumatic heart failure | Rheumatic mitral insuff | Rheumatoid arthritis | Rheumatoid lung | Rhinitis due to pollen | Rhinovirus infect NOS | Rib & sternum anomal NEC | Rickettsiosis NOS | Ridden animal acc-rider | Ritter's disease | Roller skate,skateboard | Rosacea | Rotator cuff dis NEC | Rotator cuff rupture | Rotator cuff synd NOS | Routin child health exam | Routine circumcision | Rt bbb/lft ant fasc blk | Rt bbb/lft post fasc blk | Rt bundle branch block | Rt proc-wrong side/part | Running | Rupt abd aortic aneurysm | Rupt exten tendon hand | Ruptur thoracic aneurysm | Rupture eye w tissu loss | Rupture of artery | Rupture uterus NOS-deliv | SIRS, NOS | SIRS-noninf w ac org dys | SIRS-noninf w/o ac or ds | Sacral spinal cord injur | Sacroiliitis NEC | Saddle embol pulmon art | Salivary gland abscess | Salivary gland dis NEC | Salivary gland dis NOS | Salivary secretion dis | Salmonella enteritis | Salmonella infection NEC | Salmonella infection NOS | Salmonella septicemia | Salpingo-oophoritis NOS | Sarcoidosis | Sbrheic infantl drmtitis | Scabies | Scanty menstruation | Scar & fibrosis of skin | Schilder's disease | Schistosomiasis NEC | Schistosomiasis NOS | Schizoaff dis-subch/exac | Schizoaffective dis NOS | Schizoaffective dis-chr | Schizoaffectve dis-remis | Schizoafftv dis-chr/exac | Schizoid personality NOS | Schizoph resid-chro/exac | Schizophr dis resid NOS | Schizophr dis resid-chr | Schizophr dis-chr/exacer | Schizophrenia NEC-unspec | Schizophrenia NOS-chr | Schizophrenia NOS-unspec | Schizophreniform dis NOS | Schizotypal person dis | Schmorl's nodes NOS | Schwannomatosis | Sciatic nerve lesion | Sciatica | Scleritis NEC | Scleritis NOS | Sclerosing mesenteritis | Scndhnd tbcco smoke | Scoliosis NEC | Scoliosis in oth dis | Screen malig neop-colon | Screen-blood dis NOS | Screen-cardiovasc NEC | Screening-pulmonary TB | Sebaceous cyst | Sebaceous gland dis NEC | Sebaceous gland dis NOS | Sebrrheic dermatitis NEC | Sebrrheic dermatitis NOS | Sec DM ketoacd uncntrld | Sec DM neuro nt st uncn | Sec DM ophth nt st uncn | Sec DM oth nt st uncontr | Sec DM other uncontrld | Sec DM unsp nt st uncon | Sec DM unsp uncontrold | Sec DM wo cmp nt st uncn | Sec DM wo comp uncontrld | Sec hypercoagulable st | Sec hyperparathyrd-renal | Sec hyprprthyrd nonrenal | Sec mal neo GI NEC | Sec mal neo brain/spine | Sec mal neo mediastinum | Sec mal neo peritoneum | Sec malig neo lg bowel | Sec malig neo nerve NEC | Sec malig neo resp NEC | Sec malig neo sm bowel | Sec malig neo urin NEC | Sec neuroend tu dist lym | Sec neuroend tu oth site | Sec neuroend tumor-liver | Sec neuroendo tu-periton | Sec neuroendo tumor-bone | Sec thrombocytpenia NEC | Sec uterine inert-deliv | Second cardiomyopath NOS | Second hypertension NEC | Second malig neo adrenal | Second malig neo breast | Second malig neo genital | Second malig neo kidney | Second malig neo liver | Second malig neo ovary | Second malig neo pleura | Secondary Merkel cell ca | Secondary malig neo NEC | Secondary malig neo bone | Secondary malig neo lung | Secondary malig neo skin | Secondary parkinsonism | Secondary polycythemia | Secondary syphilis NOS | Secondary/recur hemorr | Secondry iritis, infect | Secundum atrial sept def | Sed,hyp,anxiolyt dep-NOS | Sed,hyp,anxiolyt dep-con | Sed,hyp,anxiolytc ab-NOS | Sed,hyp,anxiolytc ab-con | Sed,hyp,anxiolytc ab-rem | Selective ig defic NEC | Selective iga immunodef | Seminal vesiculitis | Senile delirium | Senile dementia uncomp | Senile nuclear cataract | Senile osteoporosis | Sensonrl hear loss,bilat | Sensorneur hear loss NOS | Sensorneur hear loss uni | Sensory hear loss,unilat | Sensory retina dystrophy | Sepsis | Septal closure anom NEC | Septal closure anom NOS | Septic arterial embolism | Septic myocarditis | Septic pulmonary embolsm | Septic shock | Septicemia NEC | Septicemia NOS | Seroma complicting proc | Serous retina detachment | Serratia septicemia | Sev intellect disability | Sev nonprolf db retinoph | Sev preeclamp-del w p/p | Sev preeclamp-postpartum | Severe birth asphyxia | Severe preeclamp-deliver | Severe sepsis | Severe stage glaucoma | Sft tisue - kpsi's srcma | Shigella flexneri | Shigella infection NEC | Shigellosis NOS | Shldr/upper arm inj NOS | Shock NOS | Shock w/o trauma NEC | Short stature | Shortness of breath | Shoulder region dis NEC | Sialoadenitis | Sialolithiasis | Sicca syndrome | Sickle cell disease NOS | Sickle-cell trait | Sigmoid colon inj-closed | Sigmoid colon inj-open | Silica pneumocon NEC | Simple chr bronchitis | Simple schizophren-chr | Singl livebrn-before adm | Single lb in-hosp w cs | Single lb in-hosp w/o cs | Sinoatrial node dysfunct | Situs inversus | Sixth nerve palsy | Skew deviation, eye | Ski,snow brd,sled,tobagn | Skin - kaposi's sarcoma | Skin anomaly NEC | Skin disorder NOS | Skin disorders NEC | Skin hypertro/atroph NEC | Skin hypertro/atroph NOS | Skin sensation disturb | Sleep apnea NOS | Sleep disturbance NOS | Sleep disturbances NEC | Sleep hypovent oth dis | Sleep stage dysfunc NEC | Slow transt constipation | Slowing urinary stream | Small intest inj NEC-cl | Small intest inj NEC-opn | Small intest inj NOS-cl | Small intest inj NOS-opn | Smell & taste disturb | Snow veh acc-driver | Social maladjustment | Soft tissue anomaly NEC | Soft tissue disord NOS | Soft tissue disorder NEC | Solid/liq pneumonit NEC | Solitary pulmonry nodule | Somatoform disorders NEC | Spasm of conjugate gaze | Spasm of muscle | Spec anom of eyelid NEC | Spec lacrimal pass anom | Specfied cong anomal NEC | Special symptom NEC/NOS | Spectator at event | Speech disturbance NEC | Speech/language dis NEC | Spf sts - kpsi's sarcoma | Spin bif w hydrceph-cerv | Spin bif w hydrceph-lumb | Spin bif w hydroceph NOS | Spin cord inj-mult site | Spin sten,lumbr w claud | Spin sten,lumbr wo claud | Spina bifida | Spina bifida occulta | Spina bifida-lumbar | Spinal cord anomaly NEC | Spinal cord disease NOS | Spinal cord injury NOS | Spinal disorders NEC | Spinal muscl atrophy NOS | Spinal stenosis NOS | Spinal stenosis-oth site | Spinal stenosis-thoracic | Spinal vessel anomaly | Spinocerebellar dis NEC | Spinocerebellar dis NOS | Spleen capsular tear | Spleen capsular tear-opn | Spleen disease NEC | Spleen disease NOS | Spleen disruption-clos | Spleen disruption-open | Spleen hematoma-closed | Spleen hematoma-open | Spleen injury NEC-closed | Spleen injury NOS-closed | Spleen injury NOS-open | Spleen parenchyma lacer | Spleen parnchym lac-opn | Splenic artery aneurysm | Splenic sequestration | Splenomegaly | Spon ab w pelv damag-inc | Spon abor w pelv inf-inc | Spon abort uncompl-inc | Spon abort w hemorr-comp | Spon abort w hemorr-inc | Spon abort w shock-inc | Spond compr lumb sp cord | Spond compr thor sp cord | Spondylolisthesis | Spondylos NOS w/o myelop | Spondylosis NOS w myelop | Spont tens pneumothorax | Spontan bact peritonitis | Spontaneous ecchymoses | Sports acc w sub fall | Sports acc w/o sub fall | Sports,athletics NEC | Sprain NEC | Sprain acromioclavicular | Sprain cruciate lig knee | Sprain distal tibiofibul | Sprain elbow/forearm NEC | Sprain hip & thigh NEC | Sprain hip & thigh NOS | Sprain lateral coll lig | Sprain lumbar region | Sprain lumbosacral | Sprain medial collat lig | Sprain metatarsophalang | Sprain of ankle NEC | Sprain of ankle NOS | Sprain of back NOS | Sprain of knee & leg NEC | Sprain of knee & leg NOS | Sprain of neck | Sprain of wrist NEC | Sprain of wrist NOS | Sprain rotator cuff | Sprain sacroiliac | Sprain sacroiliac NOS | Sprain shoulder/arm NEC | Sprain shoulder/arm NOS | Sprain supraspinatus | Sprain thoracic region | Sprain ulnar collat lig | Spstc hmiplg nondmnt sde | Spstc hmiplga domnt side | Spstc hmiplga unspf side | Sqam cell ca sclp/skn nk | Sqam cell ca skn low lmb | Sqm cel skn face NEC/NOS | Squam cell ca skin ear | Staph pneumonia NEC | Staphylcocc septicem NEC | Staphylcocc septicem NOS | Staphylococc enteritis | Staphylococc meningitis | Staphylococcal pneu NOS | Staphylococcus unspcfied | Stat ob w/o sub fall NEC | Stat obj w sub fall NEC | Status amput above elbow | Status amput above knee | Status amput below elbow | Status amput below knee | Status amput foot | Status amput great toe | Status amput hand | Status amput oth fingers | Status amput othr toe(s) | Status amput thumb | Status amput up lmb NOS | Status autm crd dfbrltr | Status cardiac pacemaker | Status oth spcf crdc dvc | Status-post ptca | Stenosis of larynx | Sterilization | Stevens-Johnson syndrome | Stevens-Johnson-TEN syn | Stiff-man syndrome | Stomach function dis NEC | Stomach function dis NOS | Stomach injury-closed | Stomach injury-open | Stomach ulcer NOS | Stomach ulcer NOS-obstr | Stomatitis/mucositis NOS | Stomatits & mucosits NEC | Strabismic amblyopia | Straig amin-acid met NEC | Straining on urination | Strep sore throat | Streptococcal meningitis | Streptococcal pneumn NOS | Streptococcal septicemia | Streptococcus group a | Streptococcus group b | Streptococcus group c | Streptococcus group g | Streptococcus unspecf | Streptococus carrier NEC | Stress fx femoral neck | Stress fx tibia/fibula | Stress incontinence male | Stress react, emotional | Stress react, psychomot | Stress reaction, fugue | Striae atrophicae | Stricture of artery | Stricture of ureter | Stricture of vagina | Stridor | Strongyloidiasis | Struck by falling object | Subac dyskinesa d/t drug | Subacute delirium | Subarach hem w opn wound | Subarach hem-brief coma | Subarach hem-coma NOS | Subarach hem-concussion | Subarach hem-deep coma | Subarach hem-mod coma | Subarach hem-prolng coma | Subarachnoid hem-no coma | Subarachnoid hemorrhage | Subclavian aneurysm | Subclavian steal syndrom | Subcondyl fx mandib-open | Subcondylar fx mandib-cl | Subdural hem w/o coma | Subdural hem-brief coma | Subdural hem-concussion | Subdural hem-deep coma | Subdural hem-prolng coma | Subdural hemorr-coma NOS | Subdural hemorr-mod coma | Subdural hemorrhage | Subendo infarct, initial | Subendo infarct, subseq | Submucous leiomyoma | Subserous leiomyoma | Substance abuse-family | Subtrochanteric fx-close | Subtrochanteric fx-open | Sudden visual loss | Suffocation NEC | Suffocation-lack of air | Suicidal ideation | Sulph amino-acid met dis | Sup glenoid labrm lesion | Superf inj hand NEC-inf | Superfic foreign bdy NEC | Superfic inj head NEC | Superfic inj periocular | Superfic phlebitis-leg | Superficial inj cornea | Superficial inj eye NEC | Superficial injury NEC | Suppur otitis media NOS | Suppurat peritonitis NEC | Supracondyl fx femur-cl | Supracondyl fx femur-opn | Supracondyl fx humer-opn | Supraglottis w obstr NOS | Supraglottis w/o obs NOS | Suprcondyl fx humerus-cl | Suprv high-risk preg NOS | Surfce-topic/infilt anes | Surg comp - hypertension | Surg comp nerv systm NEC | Surg comp-peri vasc syst | Surg compl-body syst NEC | Surg compl-heart | Surg compl-urinary tract | Surg complication - cns | Surgical complicat NOS | Surgical convalescence | Swallowed blood syndrome | Swelling in head & neck | Swelling of limb | Swelling or mass of eye | Swimming | Swimming accident NOS | Symbolic dysfunction NEC | Sympt fem climact state | Sympt state w artif meno | Symptoms in breast NEC | Syncope and collapse | Syndactyl fing-no fusion | Syndactyl toe-no fusion | Syndactyly, multiple/NOS | Synov/tend/bursa dis NEC | Synov/tend/bursa dis NOS | Synovial cyst NOS | Synovitis NEC | Synovitis NOS | Syphilis NOS | Syphilitic aortitis | Syphilitic iridocyclitis | Syringomyelia | Syst lupus erythematosus | Syst rheum arthritis NEC | Syst sclerosis lung dis | Syst/diast hrt fail NOS | Systemic sclerosis | Systolic hrt failure NOS | Szry dis unsp xtrndl org | T1-t6 fx-cl/ant cord syn | T1-t6 fx-cl/cen cord syn | T1-t6 fx-cl/com cord les | T1-t6 fx-cl/cord inj NEC | T1-t6 fx-cl/cord inj NOS | T1-t6 fx-op/com cord les | T1-t6 spin cord inj NEC | T7-t12 fx-cl/com crd les | T7-t12 fx-cl/crd inj NEC | T7-t12 fx-cl/crd inj NOS | T7-t12 fx-op/crd inj NEC | T7-t12 spin cord inj NEC | T7-t12 spin cord inj NOS | TB brain abscess-unspec | TB lung w cavit-micro dx | TB meningitis-cult dx | TB meningitis-unspec | TB of bronchus-oth test | TB of vertebra-cult dx | TB of vertebra-histo dx | TB peritonitis-exam unkn | TB peritonitis-histo dx | TB pleurisy-histolog dx | TB pneumonia-cult dx | TB sp crd absc-cult dx | TB thorax node-histo dx | TMJ disorders NOS | TPA adm status 24 hr pta | Tabes dorsalis | Tachycardia NOS | Tachypnea | Tackle football | Takayasu's disease | Takotsubo syndrome | Talipes NOS | Talipes equinovarus | Talipes valgus | Talipes varus | Tarsal tunnel syndrome | Tear film insuffic NOS | Tear lat menisc knee-cur | Tear med menisc knee-cur | Tear meniscus NEC-curren | Temporal sclerosis | Tenosynov hand/wrist NEC | Tenosynovitis foot/ankle | Tension headache | Termination of pregnancy | Testicular hypofunc NEC | Tetanus toxoid inoculat | Tetany | Tetralogy of fallot | Thalassemia NEC | Thalassemia minor | Thalassemia, unspecified | Therapeutic drug monitor | Thiamine defic NEC/NOS | Third-stage hem-postpart | Thlasema Hb-S w/o crisis | Thor disc dis w myelopat | Thoracic aortic aneurysm | Thoracic aortic ectasia | Thoracic aortic embolism | Thoracic disc degen | Thoracic disc displacmnt | Thoracic spondylosis | Thoracoabd aneurysm rupt | Thoracoabd aortc ectasia | Thoracogenic scoliosis | Thoracoscop conv to open | Thracabd anurysm wo rupt | Thrd-stage hem-del w p/p | Throat pain | Thromboangiit obliterans | Thrombocytopathy | Thrombocytopenia NOS | Thrombophlebitis NEC | Thrombophlebitis NOS | Thrombophlebitis leg NOS | Thrombophlebitis migrans | Thrombosis NEC-antepart | Thrombosis NEC-postpart | Thrombot microangiopathy | Thrt prem labor-antepart | Thrush | Thyroid dysfunc-antepart | Thyroid dysfunc-deliver | Thyroid dysfunc-postpart | Thyroiditis NOS | Thyrotox NOS no crisis | Thyrotox NOS w crisis | Thyrotox orig NEC w cris | Thyrtox orig NEC no cris | Tibialis tendinitis | Tietze's disease | Tinnitus NOS | Tk off/land-aircraft NEC | Tobacco use dis-antepart | Tobacco use dis-postpart | Tobacco use disorder | Tongue anomaly NEC | Tongue anomaly NOS | Tongue disorder NEC | Tongue tie | Tooth eruption disturb | Topical med dermatitis | Torsion of ovary or tube | Torsion of testis NOS | Torticollis NOS | Torus fx tibia/fibula | Tot anom pulm ven connec | Tot impairment-both eyes | Total third nerve palsy | Tourette's disorder | Tox dif goiter no crisis | Tox dif goiter w crisis | Tox eff carbon monoxide | Tox eff nonmed subst NEC | Tox eff nonmed subst NOS | Tox eff organphos/carbam | Tox multnod goit no cris | Tox multnod goit w cris | Tox nod goiter no crisis | Tox uninod goit no cris | Tox w old hyper-postpart | Tox w old hyperten-deliv | Toxic eff caustic alkali | Toxic eff ethyl alcohol | Toxic eff gas/vapor NEC | Toxic eff gas/vapor NOS | Toxic eff isopropyl alc | Toxic eff nonpetrol solv | Toxic eff pesticides NEC | Toxic effect acids | Toxic effect alcohol NOS | Toxic effect arsenic | Toxic effect caustic NOS | Toxic effect cyanides | Toxic effect metals NEC | Toxic effect mushrooms | Toxic effect venom | Toxic encephalopathy | Toxic epidrml necrolysis | Toxic erythema | Toxic gastroenteritis | Toxic myelitis | Toxic myocarditis | Toxic myopathy | Toxic shock syndrome | Toxoplasm meningoenceph | Toxoplasmosis NOS | Toxoplasmosis site NEC | Trachea & bronch dis NEC | Tracheoesophageal fstula | Tracheostomy - mech comp | Tracheostomy comp NEC | Tracheostomy comp NOS | Tracheostomy infection | Tracheostomy status | Traff acc NOS-mcycl psgr | Traffic acc NOS-driver | Traffic acc NOS-motcycl | Traffic acc NOS-pasngr | Traffic acc NOS-ped cycl | Traffic acc NOS-pedest | Traffic acc NOS-pers NOS | Trans alter awareness | Trans cereb ischemia NEC | Trans cereb ischemia NOS | Trans hyperten-antepart | Trans hyperten-delivered | Trans hyperten-postpart | Trans-sexualism NOS | Transfsn rel ac lung inj | Transfsn w circ overload | Transfusion reaction NEC | Transient arterial occlu | Transient global amnesia | Transient hemat dis NEC | Transient mental dis NEC | Transient mental dis NOS | Transient met dis NB NOS | Transient visual loss | Transitory ileus of NB | Transmission machine acc | Transverse colon inj-cl | Transverse colon inj-opn | Transverse defic arm | Transverse defic leg | Traum arthropathy-l/leg | Traum arthropathy-pelvis | Traum hemothorax-closed | Traum hemothorax-open | Traum pneumohemothor-cl | Traum pneumohemothor-opn | Traum pneumothorax-close | Traum pneumothorax-open | Traum subarachnoid hem | Traum subcutan emphysema | Traum urethral stricture | Trauma comp synd low ext | Trauma comp synd up ext | Trauma compart synd NEC | Trauma compart synd abd | Traumatic anuria | Traumatic brain hem NEC | Traumatic extradural hem | Traumatic shock | Traumatic spondylopathy | Traumatic subdural hem | Tremor NEC | Trichomonal urethritis | Trichomonal vaginitis | Trichuriasis | Tricuspid valve disease | Trifascicular block | Trigeminal nerve dis NOS | Trigeminal neuralgia | Trigger finger | Trnspl status organ NEC | Trnspl status-bne marrow | Trnspl status-intestines | Trnspl status-pancreas | Trnsplnt orgn rem status | Trochanteric fx NOS-clos | Trochanteric fx NOS-open | Trspl sts-perip stm cell | True post infarct, init | Trunk injury-sites NEC | Tubal endometriosis | Tubal ligation status | Tubal preg w intra preg | Tubal preg w/o intra prg | Tubal/broad lig anom NEC | Tuberculosis contact | Tuberous sclerosis | Tubrcloma brain-histo dx | Tularemia NEC | Tumor lysis syndrome | Twin NOS-before admissn | Twin gest-dich/diamniotc | Twin pregnancy-delivered | Twin, mate lb-before adm | Twin-mate lb-hosp w/o cs | Twin-mate lb-in hos w cs | Twin-mate sb-hosp w cs | Twin-mate sb-hosp w/o cs | Ulc esophagus w/o bleed | Ulcer esophagus w bleed | Ulcer of ankle | Ulcer of calf | Ulcer of heel & midfoot | Ulcer of lower limb NOS | Ulcer of thigh | Ulcer oth part low limb | Ulcer other part of foot | Ulceration of intestine | Ulceration of vulva NOS | Ulcerative enterocolitis | Ulcerative ileocolitis | Ulcerative proctitis | Ulceratve colitis unspcf | Ulcertve prctosigmoidtis | Ulnar nerve lesion | Umbil cond NEC aff NB | Umbilical artery absence | Umbilical hernia | Umbilical hernia w gangr | Umbilical hernia w obstr | Unarmed fight or brawl | Unc beh neo brain/spinal | Unc beh neo nerv sys NEC | Unc behav neo GI NEC | Unc behav neo bladder | Unc behav neo bone | Unc behav neo intestine | Unc behav neo kidney | Unc behav neo larynx | Unc behav neo liver | Unc behav neo lung | Unc behav neo meninges | Unc behav neo ovary | Unc behav neo paragang | Unc behav neo peritoneum | Unc behav neo pineal | Unc behav neo pituitary | Unc behav neo pleura | Unc behav neo skin | Unc behav neo soft tissu | Uncert behav neo uterus | Uncert behavior neo NEC | Undescended testis | Undet circ-cut instrumnt | Undet fall structure NEC | Undet pois-med agnt NEC | Undet pois-med agnt NOS | Undeter circ-firearm NEC | Undeter pois-sol/liq NEC | Undeterm circ-burn, fire | Undeterm pois-analgesics | Undeterm pois-barbiturat | Undeterm pois-psychotrop | Undetermin circ-handgun | Undetermin circumst NEC | Undetermin circumst NOS | Undetermin poison-co NEC | Unemployment | Unequal leg length | Unil cleft palat/lip-com | Unil cleft palat/lip-inc | Unil femoral hern w gang | Unil femoral hern w obst | Unilat cleft lip-imcompl | Unilat cleft palate-inc | Unilat femoral hernia | Unilat ing hernia w gang | Unilat ing hernia w obst | Unilat inguinal hernia | Unilateral small kidney | Univrsl ulcertve colitis | Uns lym leu wo ach rmsn | Uns my leu wo ach rmsn | Unsp ds conjuc viruses | Unsp hemiplga domnt side | Unsp hemiplga unspf side | Unsp hmiplga nondmnt sde | Unsp lym unsp xtrndl org | Unsp rflx sympth dystrph | Unspcf anm jaw cranl bse | Unspcf anomaly jaw size | Unspf acq deformity head | Upper GI anomaly NEC | Upper GI anomaly NOS | Upper extremity aneurysm | Upper extremity embolism | Upper limb anomaly NEC | Upper limb anomaly NOS | Upper resp dis NEC/NOS | Upr limb vessel anomaly | Ureter injury-closed | Ureteral anomaly NEC | Ureteral fistula | Ureteric obstruction NEC | Urethr strict:infect NOS | Urethral abscess | Urethral calculus | Urethral caruncle | Urethral discharge | Urethral false passage | Urethral fistula | Urethral stricture NEC | Urethral stricture NOS | Urethritis NEC | Urge incontinence | Urgency of urination | Uric acid nephrolithias | Urin tract infection NOS | Urin-genital fistul, fem | Urinary anomaly NOS | Urinary calculus NOS | Urinary frequency | Urinary hesitancy | Urinary incontinence NOS | Urinary obstruction NEC | Urinary obstruction NOS | Urinostomy status NEC | Urogenital trichomon NEC | Urticaria NEC | Urticaria NOS | Uterine endometriosis | Uterine inflam dis NOS | Uterine leiomyoma NOS | Uterine prolapse | Uterine tumor-delivered | Uterine tumor-postpartum | Uterovag prolaps-complet | Uterovag prolaps-incompl | Utervaginal prolapse NOS | Vac-dis combinations NEC | Vaccin for disease NEC | Vaccin for dtp + polio | Vaccin for dtp + tab | Vaccin for influenza | Vaccin for leishmaniasis | Vaccin for poliomyelitis | Vaccin for rabies | Vaccination for DTP-DTaP | Vaccination for RSV | Vaccination for Td-DT | Vaccn/inoc viral dis NEC | Vacuum extrac del aff NB | Vaginal wall prolpse NOS | Vaginismus | Vaginitis NOS | Varic vein leg,comp NEC | Varicella complicat NEC | Varicella pneumonitis | Varicella uncomplicated | Varices of other sites | Varicos leg ulcer/inflam | Vasc comp med care NEC | Vasc comp mesenteric art | Vasc comp renal artery | Vasc dementia w delirium | Vasc dementia w delusion | Vasc dementia w depressn | Vasc insuff intest NOS | Vascular comp vessel NEC | Vascular dementia,uncomp | Vascular disorder, penis | Vascular hamartomas | Vascular myelopathies | Vasectomy status | Venereal dis contact | Venomous spider bite | Venous insufficiency NOS | Venous thrombosis NOS | Ventltr assoc pneumonia | Ventral hernia NEC | Ventral hernia NOS | Ventricular fibrillation | Ventricular flutter | Ventricular sept defect | Ventricular shunt status | Vert fx NOS-cl w crd inj | Vertbrobaslr artery synd | Vertebral artery syndrom | Vertebral fx NOS-closed | Vertiginous synd NOS | Vertigo | Vescouretrl rflux unspcf | Vestibular neuronitis | Villonod synovit-l/leg | Viral arthritis-pelvis | Viral conjunctivitis NEC | Viral dis contact NEC | Viral encephalitis NEC | Viral encephalitis NOS | Viral enteritis NOS | Viral exanthemata NEC | Viral exanthemata NOS | Viral hepat NOS w/o coma | Viral infection NOS | Viral meningitis NEC | Viral meningitis NOS | Viral pneumonia NEC | Viral pneumonia NOS | Viral warts NOS | Viremia NOS | Vis/ultraviol lght expos | Visceral aneurysm NEC | Visceral herpes simplex | Visible peristalsis | Visual discomfort | Visual distortions NEC | Visual disturbance NOS | Visual disturbances NEC | Visual field defect NEC | Visual field defect NOS | Visual loss NOS | Visual loss, one eye NOS | Visuospatial deficit | Vitamin D deficiency NOS | Vitamin Deficiency NOS | Vitamin b deficiency NOS | Vitiligo | Vitreous degeneration | Vitreous hemorrhage | Vitreous opacities NEC | Vocal cord disease NEC | Vocal cord paralysis NOS | Vocal cord/larynx polyp | Vocal paral bilat part | Vocal paral bilat total | Vocal paral unilat part | Vocal paral unilat total | Voice/resonance dis NEC | Volume depletion NOS | Volvulus of intestine | Vomiting alone | Vomiting of fecal matter | Vomiting post-gi surgery | Von willebrand's disease | Vrnt mgrn wo ntr mgr NEC | Vscourtl rflx w npht NOS | Vscurt rflx npht uniltrl | Vulvodynia NOS | Vulvr intraepth neopl II | W/craft fall NEC-power | W/crft fall NEC-pers NEC | Wait adm to oth facility | Walking an animal | Walking,marching,hiking | Wandering-dis elsewhere | Water ski/wake boarding | Water-skiing accident | Watercraft acc NEC-power | Watercraft acc NEC-skier | Wbc disease NEC | Wbc disease NOS | Wegener's granulomatosis | West Nile Fever w/enceph | West Nile neuro man NEC | Wheelchair dependence | Wheezing | Whooping cough NEC | Woodworking machine acc | Wound disruption NOS | Wrist drop | Wrng temp in applic/pack | Wrong fluid in infusion | Wtrcraft fall NEC-pasngr | Wtrcraft fall NOS-pasngr | Zoonotic bact dis NOS | Zygomycosis | ADMISSION_TYPE_ELECTIVE | ADMISSION_TYPE_EMERGENCY | ADMISSION_TYPE_NEWBORN | ADMISSION_TYPE_URGENT | GENDER_F | GENDER_M |
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feat_df.shape
(58925, 6777)
design_matrix = pd.merge(readmit_label_df, feat_df, left_on =['HADM_ID'], right_on=['HADM_ID'], how='inner')
design_matrix.shape
(58925, 6778)
design_matrix.head()
| HADM_ID | 30_READMIT | "ventilation" pneumonit | 1st deg burn back | 1st deg burn leg-mult | 2 deg burn back of hand | 24 comp weeks gestation | 25-26 comp wks gestation | 27-28 comp wks gestation | 29-30 comp wks gestation | 2nd deg burn arm NOS | 2nd deg burn back | 2nd deg burn face NEC | 2nd deg burn finger | 2nd deg burn foot | 2nd deg burn forearm | 2nd deg burn hand NOS | 2nd deg burn lower leg | 2nd deg burn mult finger | 2nd deg burn mult site | 2nd deg burn neck | 2nd deg burn palm | 2nd deg burn scalp | 2nd deg burn shoulder | 2nd deg burn upper arm | 31-32 comp wks gestation | 33-34 comp wks gestation | 35-36 comp wks gestation | 37+ comp wks gestation | 3rd deg burn back | 3rd deg burn chest wall | 3rd deg burn elbow | 3rd deg burn foot | 3rd deg burn low leg | 3rd deg burn shoulder | 3rd deg burn thigh | 40-49% bdy brn/3 deg NOS | 50-59% bdy brn/3 deg NOS | <24 comp wks gestation | AMI NEC, initial | AMI NEC, subsequent | AMI NOS, initial | AMI NOS, subsequent | AMI NOS, unspecified | AMI anterior wall, init | AMI anterior wall,subseq | AMI anterior wall,unspec | AMI anterolateral, init | AMI anterolateral,subseq | AMI anterolateral,unspec | AMI inferior wall, init | AMI inferior wall,subseq | AMI inferior wall,unspec | AMI inferolateral, init | AMI inferolateral,subseq | AMI inferolateral,unspec | AMI inferopost, initial | AMI inferopost, subseq | AMI lateral NEC, initial | Ab ftl hrt rt/rh b/f lab | Ab ftl hrt rt/rh dur lab | Ab ftl hrt rt/rhy NOS | Ab mammogram NOS | Abdmnal mass generalized | Abdmnal mass lft up quad | Abdmnal mass lt lwr quad | Abdmnal mass oth spcf st | Abdmnal mass rt lwr quad | Abdmnal mass rt upr quad | Abdmnal mass unspcf site | Abdmnal pain epigastric | Abdmnal pain generalized | Abdmnal pain lft up quad | Abdmnal pain lt lwr quad | Abdmnal pain oth spcf st | Abdmnal pain periumbilic | Abdmnal pain rt lwr quad | Abdmnal pain rt upr quad | Abdmnal pain unspcf site | Abdmnal rgdt generalized | Abdmnal rgdt unspcf site | Abdmnal tndr rt upr quad | Abdmnal tndr unspcf site | Abdom aortic aneurysm | Abdominal actinomycosis | Abdominal aortic ectasia | Abn amnion NEC aff NB | Abn auditory funct study | Abn basal metabol study | Abn blood chemistry NEC | Abn cardiovasc study NEC | Abn clinical finding NEC | Abn cns funct study NEC | Abn cns funct study NOS | Abn electroencephalogram | Abn endocrine study NEC | Abn find-body subst NEC | Abn find-stool contents | Abn finding-breast NEC | Abn fnd-cerebrospinal fl | Abn ftl hrt rate/rhy-del | Abn function study NEC | Abn gland pap smr vagina | Abn glandular pap smear | Abn glucose toler-deliv | Abn glucose-antepartum | Abn glucose-postpartum | Abn involun movement NEC | Abn kidney funct study | Abn liver function study | Abn pap cervix HPV NEC | Abn pelv tis obstr-deliv | Abn plac NEC/NOS aff NB | Abn pulmonary func study | Abn pupil function NOS | Abn reac-organ rem NEC | Abn react-anastom/graft | Abn react-artif implant | Abn react-blood sampling | Abn react-cardiac cath | Abn react-external stoma | Abn react-fluid aspirat | Abn react-gastric sound | Abn react-limb amputat | Abn react-org transplant | Abn react-plast surg NEC | Abn react-procedure NEC | Abn react-procedure NOS | Abn react-radiotherapy | Abn react-renal dialysis | Abn react-shock therapy | Abn react-surg proc NEC | Abn react-surg proc NOS | Abn react-urinary cath | Abn serum enzy level NEC | Abn thyroid funct study | Abn toxicologic finding | Abn urine findings NEC | Abn uterus NEC-delivered | Abn uterus NEC-postpart | Abnorm echoencephalogram | Abnorm electrocardiogram | Abnorm innervation synd | Abnorm secretion gastrin | Abnormal RBC NEC | Abnormal findings NEC | Abnormal glucose NEC | Abnormal granulation NEC | Abnormal loss of weight | Abnormal reflex | Abnormal sputum | Abnormal weight gain | Abnormalities of hair | Abnormality of gait | Abnorml tumor marker NEC | Abnrml coagultion prfile | Abrasion NEC | Abrasion NEC-infected | Abrasion foot & toe | Abrasion foot/toe-infec | Abrasion forearm | Abrasion hand | Abrasion head | Abrasion hip & leg | Abrasion hip/leg-infect | Abrasion shoulder/arm | Abrasion trunk | Abscess of appendix | Abscess of eyelid | Abscess of liver | Abscess of lung | Abscess of mediastinum | Abscess of prostate | Abscess of thymus | Abscess of vulva NEC | Absence of menstruation | Abuse by fther/stpfth/bf | Ac DVT/emb distl low ext | Ac DVT/emb prox low ext | Ac DVT/embl low ext NOS | Ac DVT/embl up ext | Ac alcohol intox-contin | Ac alcohol intox-episod | Ac alcohol intox-remiss | Ac alcohol intox-unspec | Ac alcoholic hepatitis | Ac apical periodontitis | Ac append w peritonitis | Ac cerebrovasc insuf NOS | Ac diastolic hrt failure | Ac dilation of stomach | Ac duoden ulc perf-obstr | Ac duoden ulc w hem-obst | Ac duoden ulc w hem/perf | Ac duodenal ulcer w hem | Ac duodenal ulcer w perf | Ac embl internl jug vein | Ac embl subclav veins | Ac embl suprfcl up ext | Ac embl thorac vein NEC | Ac emblsm axillary veins | Ac emblsm up ext NOS | Ac embolism veins NEC | Ac epiglottitis no obstr | Ac epiglottitis w obstr | Ac ethmoidal sinusitis | Ac frontal sinusitis | Ac graft-versus-host dis | Ac idiopath pericarditis | Ac infect polyneuritis | Ac ischemic hrt dis NEC | Ac kidney fail-del w p/p | Ac kidney fail-postpart | Ac kidny fail, cort necr | Ac kidny fail, medu necr | Ac kidny fail, tubr necr | Ac laryngitis w/o obst | Ac leu un cl wo ach rmsn | Ac lym leuk wo achv rmsn | Ac margin ulc w hem-obst | Ac marginal ulcer NOS | Ac marginal ulcer w hem | Ac marginal ulcer w perf | Ac mastoiditis w/o compl | Ac mastoiditis-compl NEC | Ac maxillary sinusitis | Ac miliary tb-histo dx | Ac miliary tb-micro dx | Ac mono leu wo achv rmsn | Ac myl leuk wo achv rmsn | Ac myocardit in oth dis | Ac nephritis in oth dis | Ac nonsup otitis med NOS | Ac on chr diast hrt fail | Ac on chr syst hrt fail | Ac on chrn grft-vs-host | Ac osteomyelitis NEC | Ac osteomyelitis-ankle | Ac osteomyelitis-hand | Ac osteomyelitis-l/leg | Ac osteomyelitis-mult | Ac osteomyelitis-pelvis | Ac osteomyelitis-shlder | Ac osteomyelitis-up/arm | Ac pelv peritonitis-fem | Ac peptic ulc w perf-obs | Ac peptic ulcer w hemorr | Ac pericardit in oth dis | Ac polio NOS-type NOS | Ac posthemorrhag anemia | Ac proliferat nephritis | Ac pul manif d/t radiat | Ac pyelonephr w med necr | Ac pyelonephritis NOS | Ac rapidly progr nephrit | Ac resp flr fol trma/srg | Ac rheumat hrt dis NEC | Ac salpingo-oophoritis | Ac sphenoidal sinusitis | Ac stom ulc w perf-obst | Ac stomac ulc w hem-obst | Ac stomac ulc w hem/perf | Ac stomach ulcer w hem | Ac stomach ulcer w perf | Ac supp OM w drum rupt | Ac supp otitis media NOS | Ac syst/diastol hrt fail | Ac systolic hrt failure | Ac tracheitis no obstruc | Ac tracheitis w obstruct | Ac uterine inflammation | Ac vasc insuff intestine | Ac/chr rsp flr fol tr/sg | Ac/chr syst/dia hrt fail | Ac/subac bact endocard | Ac/subac endocardit NOS | Acc cut in med care NEC | Acc cut in med care NOS | Acc cut/hem in injection | Acc cut/hem in surgery | Acc cut/hem w catheteriz | Acc cut/hem w heart cath | Acc cut/hem w scope exam | Acc cut/hem-perfusn NEC | Acc on industr premises | Acc pois-oth anti-infect | Acc pois-solid/liq NEC | Acc pois-solid/liq NOS | Acc poisn psychotrop NEC | Acc poisn-alcohol bevrag | Acc poisn-anticholinerg | Acc poisn-anticonvulsant | Acc poisn-benzdiaz tranq | Acc poisn-cardiovasc agt | Acc poisn-cns depres NEC | Acc poisn-isopropyl alc | Acc poisn-local anesthet | Acc poisn-metabol agnt | Acc poisn-muscl/resp agt | Acc poisn-psychstimulant | Acc poisn-skin/eent agnt | Acc poisn-solvents NEC | Acc poisn-sympatholytics | Acc poisn-systemic agent | Acc poisn-tranquilzr NEC | Acc poison-acids | Acc poison-adrenergics | Acc poison-alcohol NOS | Acc poison-analgesic NEC | Acc poison-antibiotics | Acc poison-antidepressnt | Acc poison-arom analgesc | Acc poison-barbiturates | Acc poison-blood agent | Acc poison-cleanser NEC | Acc poison-cleanser NOS | Acc poison-cns stimulant | Acc poison-gas/vapor NEC | Acc poison-gi agent | Acc poison-hallucinogens | Acc poison-heroin | Acc poison-hormones | Acc poison-methadone | Acc poison-mushrooms | Acc poison-opiates NEC | Acc poison-plants NEC | Acc poison-rodenticides | Acc poison-salicylates | Acc poison-sedatives NEC | Acc poison-sedatives NOS | Acc poison-soap products | Acc poisoning-arsenic | Acc poisoning-drug NEC | Acc poisoning-drug NOS | Acc-cutting instrum NEC | Acc-cutting instrum NOS | Acc-hot liquid & steam | Acc-hot tap water | Acc-hypodermic needle | Acc-power hand tool NEC | Acc-powered lawn mower | Accessory auricle | Accessory nerve disorder | Accid in recreation area | Accid in resident instit | Accid on street/highway | Accid punc/op lac dura | Accid-caustic substance | Accid-other hand tools | Accident NEC | Accident NOS | Accident d/t tornado | Accident in home | Accident in place NEC | Accident in place NOS | Accident in public bldg | Accident-paintball gun | Accidental drowning NEC | Accidental drowning NOS | Accidental op laceration | Acetonuria | Achalasia & cardiospasm | Achilles tendinitis | Acidosis | Acne NEC | Acoustic nerve disorders | Acq absence of hip joint | Acq absence of lung | Acq absence of organ NEC | Acq absence of stomach | Acq absence of teeth NOS | Acq absence urinary trct | Acq absnce breast/nipple | Acq absnce cervix/uterus | Acq absnce genital organ | Acq acanthosis nigricans | Acq ankle-foot def NEC | Acq ankle-foot def NOS | Acq arterioven fistula | Acq atrophy ovary & tube | Acq cardiac septl defect | Acq chest deformity | Acq coagul factor defic | Acq deformity NEC | Acq deformity of toe NEC | Acq deformity of toe NOS | Acq equinovarus | Acq equinus deformity | Acq esophag diverticulum | Acq finger deformity NEC | Acq finger deformity NOS | Acq hemolytic anemia NOS | Acq hip deformity NOS | Acq knee deformity NEC | Acq nasolacrml stenosis | Acq nose deformity | Acq part absnce pancreas | Acq pelvic deformity | Acq pyloric stenosis | Acq spondylolisthesis | Acq torsion dystonia NEC | Acq total absnc pancreas | Acquire absnce intestine | Acquired absence kidney | Acquired absence of eye | Acquired hemophilia | Acquired hypothyroid NEC | Acrocephalosyndactyly | Acromegaly and gigantism | Act lym leuk w rmsion | Act lymp leuk in relapse | Act myel leuk in relapse | Act myl leuk w rmsion | Acte & chr cholecystitis | Actinic keratosis | Actinomycosis NEC | Activity NEC | Activity NOS | Acu brnchlts d/t oth org | Acu broncholitis d/t RSV | Acute & chronc resp fail | Acute HTR NOS | Acute angl-clos glaucoma | Acute appendicitis NOS | Acute bronchitis | Acute bronchospasm | Acute chest syndrome | Acute cholecystitis | Acute conjunctivitis NOS | Acute cor occlsn w/o MI | Acute cor pulmonale | Acute cystitis | Acute dacryoadenitis | Acute duodenal ulcer NOS | Acute dystonia d/t drugs | Acute endophthalmitis | Acute esophagitis | Acute gastritis w hmrhg | Acute gastrtis w/o hmrhg | Acute gc infect lower gu | Acute gouty arthropathy | Acute interstitial pneum | Acute iridocyclitis NOS | Acute kidney failure NEC | Acute kidney failure NOS | Acute lung edema NOS | Acute lymphadenitis | Acute myelitis NOS | Acute myocarditis NOS | Acute nasopharyngitis | Acute necrosis of liver | Acute nephritis NEC | Acute nephritis NOS | Acute otitis externa NEC | Acute pain NEC | Acute pain due to trauma | Acute pancreatitis | Acute parametritis | Acute pericarditis NEC | Acute pericarditis NOS | Acute periodontitis | Acute petrositis | Acute pharyngitis | Acute post-thoracot pain | Acute postop pain NEC | Acute prostatitis | Acute respiratry failure | Acute rheumatic endocard | Acute rheumatic pericard | Acute sinusitis NOS | Acute stomach ulcer NOS | Acute stress react NEC | Acute stress react NOS | Acute syphil meningitis | Acute tonsillitis | Acute uri NOS | Adenoviral meningitis | Adenovirus infect NOS | Adhesions of iris NOS | Adhesive capsulit shlder | Adhesive pericarditis | Adj cerebral vent shunt | Adj dis-emotion/conduct | Adj nerv syst device NEC | Adjust dis w anxiety/dep | Adjust disor/dis conduct | Adjust neuropacemaker | Adjustment dis w anxiety | Adjustment reaction NEC | Adjustment reaction NOS | Adjustmnt dis w depressn | Administrtve encount NEC | Adrenal disorder NEC | Adrenal disorder NOS | Adrenal gland injury-cl | Adrenal hypofunction NEC | Adrenogenital disorders | Adult emotnl/psych abuse | Adult maltreatment NOS | Adult physical abuse | Adult sexual abuse | Adv eff GI agent NEC | Adv eff analgesic NOS | Adv eff analgesics NEC | Adv eff anallrg/antemet | Adv eff ant pituitary | Adv eff antacids | Adv eff antconvl NEC/NOS | Adv eff anti-parkinson | Adv eff antiasthmatics | Adv eff antibiotic NOS | Adv eff antibiotics NEC | Adv eff anticoagulants | Adv eff antidepressants | Adv eff antifung antbiot | Adv eff antihyperten agt | Adv eff antilipemics | Adv eff antimalarials | Adv eff antimycobac NEC | Adv eff antineop antbiot | Adv eff antineoplastic | Adv eff antinfct NEC/NOS | Adv eff antipsychotc NEC | Adv eff antirheumatics | Adv eff antithyroid agnt | Adv eff antiviral drugs | Adv eff antmycob antbiot | Adv eff antprotazoal NEC | Adv eff arom analgsc NEC | Adv eff autonom agnt NOS | Adv eff barbiturates | Adv eff benzodiaz tranq | Adv eff biologic NEC/NOS | Adv eff blood agent NEC | Adv eff blood products | Adv eff butyrophen tranq | Adv eff card rhyth regul | Adv eff cardiotonics | Adv eff cardiovasc NEC | Adv eff cathartics NEC | Adv eff cephalosporin | Adv eff cholinergics | Adv eff cns muscl depres | Adv eff cns stimulnt NEC | Adv eff coagulants | Adv eff coronary vasodil | Adv eff corticosteroids | Adv eff dietetics | Adv eff diuretics NEC | Adv eff electrolyte agnt | Adv eff emollient/demulc | Adv eff ent anti-inf/drg | Adv eff enzymes NEC | Adv eff erythromycin | Adv eff expectorants | Adv eff fibrinolysis agt | Adv eff gamma globulin | Adv eff gas anesthet NEC | Adv eff gen anes NEC/NOS | Adv eff hormones NEC/NOS | Adv eff hydantoin deriv | Adv eff insulin/antidiab | Adv eff intraven anesth | Adv eff iron & compounds | Adv eff loc anes NEC/NOS | Adv eff loc anti-infectv | Adv eff med/biol NEC/NOS | Adv eff medicinal NEC | Adv eff medicinal NOS | Adv eff methadone | Adv eff musc agt NEC/NOS | Adv eff nerve-block anes | Adv eff non-narc analgsc | Adv eff opiat antagonist | Adv eff opiates | Adv eff ovarian hormones | Adv eff oxazolidin deriv | Adv eff parasympatholytc | Adv eff penicillins | Adv eff phenothiaz tranq | Adv eff post pituitary | Adv eff psychostimulants | Adv eff psychotropic NEC | Adv eff psychotropic NOS | Adv eff purine diuretics | Adv eff quinoline | Adv eff salicylates | Adv eff saluretics | Adv eff sedat/hypnot NEC | Adv eff sedat/hypnot NOS | Adv eff skelet musc relx | Adv eff smooth musc relx | Adv eff spinal anesthet | Adv eff sulfonamides | Adv eff sympatholytics | Adv eff sympathomimetics | Adv eff systemic agt NEC | Adv eff tetracycline | Adv eff topic/infil anes | Adv eff tranquilizer NEC | Adv eff uric acid metab | Adv eff vasodilators NEC | Adv eff viral vacc NEC | Adv eff vitamin k | Adv eff vitamins NEC | Adverse effect NEC | Adverse food react NEC | Aft surg circ syst NEC | Aftcr explantatn jt pros | Aftercare joint replace | Aftercare neoplasm surg | Aftercare organ transplt | Aftercare path fx hip | Aftrcare inj/trauma surg | Aftrcare path fx low arm | Aftrcare path fx low leg | Aftrcare path fx vertebr | Aftrcare traum fx up arm | Aftrcare traum fx up leg | Aftrce traum fx bone NEC | Aftrcre traum fx arm NOS | Aftrcre traum fx low arm | Aftrcre traum fx low leg | Aftrcre traum fx vertebr | Aftrcre traumatic fx hip | Agenesis of lung | Aggres periodontitis NOS | Aggres periodontitis,loc | Agoraphobia w panic dis | Agoraphobia w/o panic | Air embol comp med care | Air embolism | Alchl gastrtis w/o hmrhg | Alchl gstritis w hmrhg | Alcoh dep NEC/NOS-contin | Alcoh dep NEC/NOS-episod | Alcoh dep NEC/NOS-remiss | Alcoh dep NEC/NOS-unspec | Alcoh psy dis w hallucin | Alcohol abuse-continuous | Alcohol abuse-episodic | Alcohol abuse-in remiss | Alcohol abuse-unspec | Alcohol amnestic disordr | Alcohol cirrhosis liver | Alcohol liver damage NOS | Alcohol mental disor NEC | Alcohol persist dementia | Alcohol withdrawal | Alcoholic cardiomyopathy | Alcoholic fatty liver | Alcoholic polyneuropathy | Alcoholism in family | Alexia and dyslexia | Alkalosis | Allerg alveol/pneum NEC | Allerg alveol/pneum NOS | Allerg rhinitis-cat/dog | Allergic purpura | Allergic rhinitis NEC | Allergic rhinitis NOS | Allergic urticaria | Allergy, unspecified | Allrgic gastro & colitis | Alopecia NEC | Alopecia NOS | Alopecia areata | Alpha thalassemia | Alpha-1-antitrypsin def | Alrgc brncpul asprglosis | Alteration of sensations | Altered mental status | Alveol pneumonopathy NEC | Alveol pneumonopathy NOS | Alveolitis of jaw | Alzheimer's disease | Amblyopia NOS | Amer flag/touch football | Amino-acid transport dis | Amnestic disord oth dis | Amniotic embolism-deliv | Amp below elb, unil-comp | Amphetamin depend-contin | Amphetamin depend-remiss | Amphetamin depend-unspec | Amphetamine abuse-contin | Amphetamine abuse-remiss | Amphetamine abuse-unspec | Amput above knee, unilat | Amput abv elb, unil-comp | Amput abv elbow, unilat | Amput abv kn, unil-compl | Amput arm, unil NOS-comp | Amput below elb, unilat | Amput below knee, unilat | Amput foot, unilat-compl | Amputat leg, bilat-compl | Amputat stump compl NEC | Amputation finger | Amputation finger-compl | Amputation foot, unilat | Amputation thumb | Amputation thumb-compl | Amyloidosis NEC | Amyloidosis NOS | Amyotrophic sclerosis | Anaerobic septicemia | Anal & rectal abscess | Anal & rectal polyp | Anal fissure | Anal fistula | Anal or rectal pain | Anal spasm | Anaphyl d/t adm bld/prod | Anaplastic lymph xtrndl | Anemia NEC | Anemia NOS | Anemia d/t antineo chemo | Anemia in chr kidney dis | Anemia in neoplastic dis | Anemia of prematurity | Anemia-antepartum | Anemia-delivered | Anemia-delivered w p/p | Anemia-other chronic dis | Anemia-postpartum | Aneurysm NEC | Aneurysm coronary vessel | Aneurysm of heart | Aneurysm of heart NEC | Aneurysm of neck | Angina pectoris NEC/NOS | Angio intes w hmrhg | Angio intes w/o hmrhg | Angio stm/dudn w hmrhg | Angio stm/dudn w/o hmrhg | Angioneurotic edema | Angiopathy in other dis | Anim drawn veh-pers NEC | Animal bite NEC | Anisocoria | Ankle enthesopathy NEC | Ankylosing spondylitis | Ankylosis-lower/leg | Ankylosis-pelvis | Anodontia | Anom anter seg NEC-eye | Anomal skull/face bones | Anomalies of aortic arch | Anomalies of diaphragm | Anomalies of foot NEC | Anomalies of inner ear | Anomalies of ovaries | Anomalies of spleen | Anomalies of toes NEC | Anomalies of urachus | Anomalous av excitation | Anomaly of spine NEC | Anomaly of spine NOS | Anorexia | Anorexia nervosa | Anoxic brain damage | Anphyl react oth sp food | Anphyl react tr nts seed | Anphylct react crstacns | Anphylct react frts veg | Anphylct react milk prod | Anphylct react peanuts | Anphylct reaction fish | Ant disl prox tibia-open | Ant disloc hip NEC-clos | Ant disloc humerus-close | Ant disloc prox tibia-cl | Ant pituit hyperfunc NEC | Antenatal screening NOS | Antepart malpres aff NB | Anter pituitary dis NEC | Anterior cord synd/c1-c4 | Anterior cord synd/c5-c7 | Antidepress abuse-remiss | Antidepress abuse-unspec | Antin chemo indcd pancyt | Antineoplastic chemo enc | Antisocial personality | Anxiety disorder oth dis | Anxiety state NEC | Anxiety state NOS | Aortic aneurysm NOS | Aortic atherosclerosis | Aortic atresia/stenosis | Aortic valve disorder | Aortocoronary bypass | Aphasia | Aphonia | Aplastic anemia NOS | Aplastic anemias NEC | Apnea | Appendicitis NOS | Arom amin-acid metab NEC | Arterial branch occlus | Arterial disease NEC | Arterial disease NOS | Arterial embolism NEC | Arterial embolism NOS | Arterioven fistu pul ves | Arteritis NOS | Arthralgia TMJ | Arthrodesis status | Arthrop w noninf GI dis | Arthrop w oth dis NEC | Arthropath w hematol dis | Arthropathy NEC-ankle | Arthropathy NEC-unspec | Arthropathy NOS-ankle | Arthropathy NOS-forearm | Arthropathy NOS-hand | Arthropathy NOS-l/leg | Arthropathy NOS-mult | Arthropathy NOS-oth site | Arthropathy NOS-pelvis | Arthropathy NOS-shlder | Arthropathy NOS-unspec | Arthropathy w nerve dis | Arthroscopc conv to open | Artif open status NEC | Artif open status NOS | Asbestosis | Ascariasis | Ascending colon inj-open | Ascites NEC | Ascorbic acid deficiency | Ascvd | Asept necrosis bone NEC | Asept necrosis bone NOS | Aseptic necrosis femur | Aseptic necrosis humerus | Aseptic necrosis of jaw | Aspergillosis | Asphyxia | Asphyxiation/strangulat | Assault NEC | Assault NOS | Assault-cutting instr | Assault-explosive NOS | Assault-firearm NEC | Assault-handgun | Assault-hanging/strangul | Assault-pois w medic agt | Assault-shotgun | Assault-striking w obj | Assault-submersion | Asthma NOS | Asthma NOS w (ac) exac | Asthma w status asthmat | Asy bacteriuria-antepart | Asymp hiv infectn status | Asympt postmeno status | Asympt varicose veins | Ataxia | Ath ext autologs bps gft | Ath ext nonautlg bps gft | Ath ext ntv art gngrene | Ath ext ntv art ulcrtion | Ath ext ntv at w claudct | Ath ext ntv at w rst pn | Atheroembolism, kidney | Atheroembolism, site NEC | Atheroembolism,lower ext | Atherosclerosis NEC | Atherosclerosis NOS | Athrsc extrm ntv art oth | Athscl extrm bps gft NOS | Athscl extrm ntv art NOS | Atony of bladder | Atresia large intestine | Atresia small intestine | Atrial fibrillation | Atrial flutter | Atrial premature beats | Atrioven block-mobitz ii | Atriovent block NOS | Atriovent block complete | Atriovent block-1st degr | Atrophic vaginitis | Atrph gastritis w hmrhg | Atrph gastrtis w/o hmrhg | Atten to colostomy | Atten to cystostomy | Atten to enterostomy NEC | Atten to gastrostomy | Atten to ileostomy | Atten to tracheostomy | Atten to urinostomy NEC | Attn defic nonhyperact | Attn deficit w hyperact | Attn rem surg dressing | Attn to artif open NEC | Atypical face pain | Atypical manic disorder | Aut neuropthy in oth dis | Autistic disord-current | Autoimmun hemolytic anem | Autoimmun lymphprof synd | Autoimmune disease NEC | Autoimmune hepatitis | Autonomic dysreflexia | Autonomic nerve dis NEC | Autosomal anomalies NEC | Autosomal deletions NEC | Av block-2nd degree NEC | Avulsion of eye | Await organ transplnt st | B-complex defic NEC | B12 defic anemia NEC | BMI 25.0-25.9,adult | BMI 26.0-26.9,adult | BMI 27.0-27.9,adult | BMI 28.0-28.9,adult | BMI 29.0-29.9,adult | BMI 30.0-30.9,adult | BMI 31.0-31.9,adult | BMI 32.0-32.9,adult | BMI 33.0-33.9,adult | BMI 34.0-34.9,adult | BMI 35.0-35.9,adult | BMI 36.0-36.9,adult | BMI 37.0-37.9,adult | BMI 38.0-38.9,adult | BMI 39.0-39.9,adult | BMI 40.0-44.9, adult | BMI 45.0-49.9, adult | BMI 50.0-59.9, adult | BMI 60.0-69.9, adult | BMI 70 and over, adult | BMI between 19-24,adult | BMI less than 19,adult | BPH NOS w ur obs/LUTS | BPH NOS w/o ur obs/LUTS | BPH w urinary obs/LUTS | BPH w/o urinary obs/LUTS | Babesiosis | Back contusion | Back disorder NOS | Backache NOS | Backgrnd retinopathy NOS | Bact pleur/effus not TB | Bacteremia | Bacteremia of newborn | Bacteria dis carrier NEC | Bacterial diseases NEC | Bacterial enteritis NOS | Bacterial infection NOS | Bacterial meningitis NOS | Bacterial pneumonia NOS | Bacteroides fragilis | Balanitis xerotica oblit | Balanoposthitis | Band-shaped keratopathy | Bandemia | Bariatric surgery status | Barrett's esophagus | Bartholin's gland cyst | Bartonellosis | Baseball | Basilar artery syndrome | Basketball | Batter by non-relative | Batter by other relative | Batter by spouse/partner | Battering by child | Bdy brn < 10%/3d deg NOS | Bed confinement status | Behcet arthritis-unspec | Behcet's syndrome | Bell's palsy | Ben carcinoid appendix | Ben carcinoid bronc/lung | Ben hy kid w cr kid I-IV | Ben hyp ht/kd I-IV w hf | Ben hyp ht/kd stg V w hf | Ben hyp kid w cr kid V | Ben neo GI tract NEC/NOS | Ben neo cerebr meninges | Ben neo fallopian tube | Ben neo fem genital NEC | Ben neo islets langerhan | Ben neo liver/bile ducts | Ben neo long bones leg | Ben neo major salivary | Ben neo nasal cav/sinus | Ben neo peritoneum | Ben neo scalp/skin neck | Ben neo skull/face bone | Ben neo soft tis abdomen | Ben neo soft tis pelvis | Ben neo soft tis thorax | Ben neo soft tissue head | Ben neo soft tissue leg | Ben neo spinal meninges | Bengn carcinoid oth site | Benign carcinoid ileum | Benign carcinoid rectum | Benign carcinoid stomach | Benign hyp ht dis w hf | Benign hyp ht dis w/o hf | Benign hypertension | Benign neo bronchus/lung | Benign neo corpus uteri | Benign neo cranial nerve | Benign neo esophagus | Benign neo larynx | Benign neo mediastinum | Benign neo mouth NEC/NOS | Benign neo parathyroid | Benign neo pituitary | Benign neo skin arm | Benign neo skin eyelid | Benign neo skin face NEC | Benign neo skin leg | Benign neo skin trunk | Benign neo spinal cord | Benign neo trachea | Benign neo vertebrae | Benign neopl rectum/anus | Benign neoplasm NEC | Benign neoplasm adrenal | Benign neoplasm brain | Benign neoplasm breast | Benign neoplasm heart | Benign neoplasm kidney | Benign neoplasm lg bowel | Benign neoplasm ovary | Benign neoplasm pancreas | Benign neoplasm skin NOS | Benign neoplasm sm bowel | Benign neoplasm stomach | Benign neoplasm thymus | Benign neoplasm thyroid | Benign neoplasm tongue | Benign parxysmal vertigo | Benign renovasc hyperten | Bereavement, uncomplicat | Beriberi | Beta thalassemia | Biceps tendon rupture | Bicipital tenosynovitis | Bike riding | Bil femoral hern w obstr | Bilat bb block NEC | Bilat clft palat/lip-com | Bilat clft palat/lip-inc | Bilat ing hernia w obst | Bilat inguinal hernia | Biliary & liver anom NEC | Biliary & liver anom NOS | Biliary cirrhosis | Biliary tract injury-cl | Biliary tract injury-opn | Bilious emesis | Bipo I sin man-sev w psy | Bipol I cur depres NOS | Bipol I cur depress-mild | Bipol I curr dep w/o psy | Bipol I currnt dep w psy | Bipol I currnt manic NOS | Bipol I manic-sev w psy | Bipol I single manic NOS | Bipolar disorder NEC | Bipolar disorder NOS | Bipolor I current NOS | Birth asphyxia NOS | Birth trauma NEC | Black eye NOS | Blad diverticulum calcul | Bladder calculus NEC | Bladder disorder NOS | Bladder exstrophy | Bladder neck obstruction | Bladder neoplasm NOS | Bladder replacement NEC | Bladder rupt, nontraum | Bladder wall hemorrhage | Bladder/urethra inj-clos | Bladder/urethra inj-open | Blastomycosis | Bleed esoph var oth dis | Blepharitis NOS | Blepharospasm | Blindness NOS, both eyes | Blindness, one eye | Blindness/low vision | Blister finger | Blister foot & toe | Blister foot & toe-infec | Blister forearm | Blister hand | Blister head | Blister hip & leg | Blister shoulder & arm | Blister trunk | Blood asp w resp sympt | Blood disease NOS | Blood diseases NEC | Blood in stool | Blood inf dt cen ven cth | Blood vessel replac NEC | Boat acc inj NEC-power | Boat acc inj NEC-skier | Boat inj NEC-person NEC | Bone & cartilage dis NEC | Bone & cartilage dis NOS | Bone cyst NEC | Bone infect NEC-mult | Bone infect NEC-oth site | Bone infect NOS-ankle | Bone injury NEC at birth | Bone involv in oth dis | Bone/skin neoplasm NOS | Borderline personality | Both eyes blind-who def | Botulism food poisoning | Boxing | Brach plexus inj-birth | Brachial neuritis NOS | Brachial plexus injury | Brachial plexus lesions | Brain anomaly NEC | Brain condition NOS | Brain conditions NEC | Brain death | Brain hem NEC w opn wnd | Brain hem NEC w/o coma | Brain hem NEC-brief coma | Brain hem NEC-coma NOS | Brain hem NEC-concussion | Brain hem NEC-deep coma | Brain hem NEC-proln coma | Brain hem open-coma NOS | Brain hem opn-proln coma | Brain inj NEC-brief coma | Brain inj NEC-coma NOS | Brain inj NEC-deep coma | Brain inj NEC-mod coma | Brain inj NEC-proln coma | Brain injury NEC | Brain injury NEC-no coma | Brain lac NEC w open wnd | Brain lac NEC-brief coma | Brain lac NEC-deep coma | Brain lac NEC-proln coma | Brain lacer NEC w/o coma | Brain lacer NEC-coma NOS | Brain lacer NEC-concuss | Brain lacer NEC-mod coma | Brain laceration NEC | Brain neoplasm NOS | Branch cleft sinus/fistu | Branchial cleft cyst | Breast disorder NOS | Breast prosth malfunc | Breast replacement | Breech del/extrac aff NB | Breech presentat-deliver | Brkt tmr unsp xtrndl org | Broke prosthtc jt implnt | Broken tooth-complicated | Broken tooth-uncomplic | Bronchiectas w/o ac exac | Bronchiectasis w ac exac | Bronchitis NOS | Bronchopneumonia org NOS | Brst reconst fol mastect | Brucellosis NOS | Bsl cel skn face NEC/NOS | Bsl cell ca scalp/skn nk | Budd-chiari syndrome | Building & construction | Bulimia nervosa | Bullous dermatoses NEC | Bullous myringitis | Bundle branch block NOS | Bunion | Buphthal w oth eye anom | Buphthalmos NOS | Burkitt's tumor abdom | Burkitt's tumor axilla | Burkitt's tumor head | Burkitt's tumor mult | Burkitt's tumor thorax | Burn NOS abdominal wall | Burn NOS back | Burn NOS finger | Burn NOS head-unspec | Burn NOS lower leg | Burn NOS neck | Burn NOS trunk NEC | Burn larynx/trachea/lung | Burn of GI tract | Burn of esophagus | Bursitis NEC | Buttock contusion | C1-c4 fx-cl/ant cord syn | C1-c4 fx-cl/cen cord syn | C1-c4 fx-cl/com cord les | C1-c4 fx-cl/cord inj NEC | C1-c4 fx-cl/cord inj NOS | C1-c4 fx-op/cord inj NOS | C1-c4 spin cord inj NEC | C1-c4 spin cord inj NOS | C5-c7 fx-cl/ant cord syn | C5-c7 fx-cl/cen cord syn | C5-c7 fx-cl/com cord les | C5-c7 fx-cl/cord inj NEC | C5-c7 fx-cl/cord inj NOS | C5-c7 fx-op/com cord les | C5-c7 spin cord inj NEC | C5-c7 spin cord inj NOS | CHF NOS | CV dis NEC preg-deliver | CV dis NEC-antepartum | CV dis NEC-deliver w p/p | CV dis NEC-postpartum | Ca in situ GI NEC/NOS | Ca in situ anus NOS | Ca in situ bladder | Ca in situ breast | Ca in situ bronchus/lung | Ca in situ cervix uteri | Ca in situ esophagus | Ca in situ liver/biliary | Ca in situ oral cav/phar | Ca in situ prostate | Ca in situ skin NOS | Ca in situ skin arm | Ca in situ skin trunk | Ca in situ stomach | Ca in situ urinary NEC | Cachexia | Calcaneal spur | Calcif tendinitis shlder | Calcium deposit tendon | Calculus of kidney | Calculus of ureter | Candidal endocarditis | Candidal enteritis | Candidal esophagitis | Candidal meningitis | Candidal vulvovaginitis | Candidias urogenital NEC | Candidiasis of lung | Candidiasis site NEC | Candidiasis site NOS | Cannabis abuse-contin | Cannabis abuse-episodic | Cannabis abuse-in remiss | Cannabis abuse-unspec | Cannabis depend-contin | Cannabis depend-unspec | Capillary dis NEC/NOS | Carbuncle NOS | Carbuncle of buttock | Carbuncle of leg | Carbuncle of trunk | Carcinoid syndrome | Carcinoma in situ vagina | Cardiac arrest | Cardiac dysrhythmia NOS | Cardiac dysrhythmias NEC | Cardiac murmurs NEC | Cardiac tamponade | Cardiogenic shock | Cardiomegaly | Cardiomyopath in oth dis | Cardiovas sys symp NEC | Carotid sinus syndrome | Carpal tunnel syndrome | Carrier NEC | Cataract NEC | Cataract NOS | Cataract extract status | Cataract w radiation | Catatonia-chr/exacerb | Catatonia-chronic | Catatonia-unspec | Cauda equina injury | Cauda equina synd NOS | Caught between objects | Causalgia lower limb | Celiac art compress syn | Celiac disease | Cellulitis NOS | Cellulitis of arm | Cellulitis of buttock | Cellulitis of face | Cellulitis of foot | Cellulitis of hand | Cellulitis of leg | Cellulitis of neck | Cellulitis of pharynx | Cellulitis of trunk | Cellulitis, finger NOS | Cellulitis, site NEC | Cellulitis, toe NOS | Cellulitis/abscess mouth | Cent retina artery occlu | Cent serous retinopathy | Central cord synd/c1-c4 | Central cord synd/c5-c7 | Central origin vertigo | Central pain syndrome | Central scotoma | Cereb degen in child NEC | Cereb degeneration NEC | Cereb degeneration NOS | Cerebel atax in oth dis | Cerebel contus w opn wnd | Cerebel contus-deep coma | Cerebel contus-prol coma | Cerebel lacer-brief coma | Cerebel/brain stm contus | Cerebell contus w/o coma | Cerebell contus-brf coma | Cerebell contus-coma NOS | Cerebellar ataxia NEC | Cerebral arteritis | Cerebral atherosclerosis | Cerebral cortx contusion | Cerebral cysts | Cerebral edema | Cerebral hem at birth | Cerebral lipidoses | Cerebral palsy NEC | Cerebral palsy NOS | Cerebrosp fluid otorrhea | Cerebrospinal rhinorrhea | Cerebrovasc dis-antepart | Cerebrovasc dis-postpart | Cerebrovasc disease NEC | Cerebrovasc disease NOS | Cerebrovascular anomaly | Cerebvas dis-deliv w p/p | Cerv disc dis w myelopat | Cerv spondyl w myelopath | Cervical disc degen | Cervical disc displacmnt | Cervical incompet-deliv | Cervical root injury | Cervical spinal stenosis | Cervical spondylosis | Cervical syndrome NEC | Cervicalgia | Cervicitis | Cervix/fem gen anom NEC | Cervix/fem gen anom NOS | Cesarean delivery aff NB | Ch DVT/embl dstl low ext | Ch DVT/embl low ext NOS | Ch DVT/embl prox low ext | Ch DVT/embl up ext | Ch embl internl jug vein | Ch embl thorac vein NEC | Ch emblsm axillary veins | Ch emblsm subclav veins | Ch emblsm suprfcl up ext | Ch emblsm veins NEC | Ch lym leuk wo achv rmsn | Ch mgr wo ar wo nt wo st | Ch myl leuk wo achv rmsn | Ch ob asthma w stat asth | Ch obst asth w (ac) exac | Chagas disease of heart | Chalazion | Changes in skin texture | Chemical dermatitis NEC | Chemotherapy follow-up | Chest pain NEC | Chest pain NOS | Chest swelling/mass/lump | Cheyne-stokes respiratn | Child abuse NOS | Child abuse by pers NEC | Chills (without fever) | Chlamydial infection NOS | Choanal atresia | Cholangitis | Cholecystitis NOS | Choledochlith NOS w obst | Choledochlith/ac gb-obst | Choledochlith/gb NEC-obs | Choledochlith/gb inf NEC | Choledocholith/ac gb inf | Choledocholithiasis NOS | Cholelith w ac cholecyst | Cholelith w cholecys NEC | Cholelith/ac gb inf-obst | Cholelith/gb inf NEC-obs | Cholelithias NOS w obstr | Cholelithiasis NOS | Choleperitonitis | Cholera carrier | Cholesteatoma extern ear | Cholesterin granuloma | Chondritis of pinna | Chondrocalc NOS-forearm | Chondrocalc NOS-oth site | Chondrocalcin NOS-ankle | Chondrocalcin NOS-l/leg | Chondrocalcin NOS-mult | Chondrocalcin NOS-pelvis | Chondrocalcin NOS-unspec | Chondrodystrophy | Chordae tendinae rupture | Chorea NEC | Chorioamnionitis aff NB | Chorioretinitis NOS | Chr T & A dis NEC | Chr T & A dis NOS | Chr airway obstruct NEC | Chr allrg conjunctiv NEC | Chr angle-clos glaucoma | Chr apical periodontitis | Chr blood loss anemia | Chr congest splenomegaly | Chr conjunctivitis NOS | Chr diastolic hrt fail | Chr duod ulc hem/perf-ob | Chr duoden ulc hem-obstr | Chr duoden ulc hem/perf | Chr duoden ulc perf-obst | Chr duoden ulcer w hem | Chr duoden ulcer w perf | Chr duodenal ulcer NOS | Chr ethmoidal sinusitis | Chr factitious illness | Chr frontal sinusitis | Chr gouty atroph w tophi | Chr gouty atrph wo tophi | Chr inflam polyneuritis | Chr interstit cystitis | Chr ischemic hrt dis NEC | Chr ischemic hrt dis NOS | Chr kidney dis stage III | Chr kidney dis stage IV | Chr lym leuk w rmsion | Chr lymp leuk in relapse | Chr lymphocyt thyroidit | Chr margin ulc w hem-obs | Chr marginal ulc w perf | Chr marginal ulcer w hem | Chr maxillary sinusitis | Chr membranoprolif nephr | Chr membranous nephritis | Chr mycot otitis externa | Chr myel leuk in relapse | Chr myl leuk w rmsion | Chr nephritis in oth dis | Chr osteomyelit NEC | Chr osteomyelit-ankle | Chr osteomyelit-forearm | Chr osteomyelit-l/leg | Chr osteomyelit-mult | Chr osteomyelit-pelvis | Chr osteomyelit-up/arm | Chr otitis externa NEC | Chr passiv congest liver | Chr peptic ulc w hem-obs | Chr peptic ulcer w hem | Chr proliferat nephritis | Chr pul manif d/t radiat | Chr pulmon heart dis NEC | Chr pulmon heart dis NOS | Chr pulmonary embolism | Chr pyeloneph w med necr | Chr pyelonephritis NOS | Chr rapid progr nephrit | Chr rheumatic pericard | Chr salpingo-oophoritis | Chr sphenoidal sinusitis | Chr stom ulc w hem-obstr | Chr stomach ulc NOS-obst | Chr stomach ulc hem/perf | Chr stomach ulc w hem | Chr stomach ulcer NOS | Chr stomach ulcer w perf | Chr syst/diastl hrt fail | Chr systolic hrt failure | Chr thyroiditis NEC/NOS | Chr tot occl art extrem | Chr tot occlus cor artry | Chr uterine inflammation | Chr vasc insuff intest | Chrnc hpt C w hepat Coma | Chrnc hpt C wo hpat coma | Chro kidney dis stage I | Chro kidney dis stage II | Chromosome anomaly NOS | Chron kidney dis stage V | Chron periodontitis,gen | Chron post-thoracot pain | Chronc gingititis,plaque | Chronc graft-vs-host dis | Chronc pain d/t trauma | Chronc periodontitis NOS | Chronic bronchitis NEC | Chronic bronchitis NOS | Chronic cholecystitis | Chronic cluster headache | Chronic cystitis NEC | Chronic endophthalmitis | Chronic fatigue syndrome | Chronic hepatitis NEC | Chronic hepatitis NOS | Chronic hypotension | Chronic kidney dis NOS | Chronic liver dis NEC | Chronic liver dis NOS | Chronic lymphadenitis | Chronic mastoiditis | Chronic meningitis | Chronic nephritis NEC | Chronic nephritis NOS | Chronic obst asthma NOS | Chronic pain NEC | Chronic pain syndrome | Chronic pancreatitis | Chronic parametritis | Chronic peptic ulcer NOS | Chronic pneumothorax | Chronic postop pain NEC | Chronic prostatitis | Chronic respiratory fail | Chronic rhinitis | Chronic sinusitis NEC | Chronic sinusitis NOS | Chronic skin ulcer NEC | Chronic skin ulcer NOS | Chronic tension headache | Chronic tonsillitis | Circadian rhym oth dis | Circulatory anomaly NEC | Circulatory disease NEC | Circulatory disease NOS | Circumscribe scleroderma | Cirrhosis of liver NOS | Civilian activity-income | Cl lumbar fx w cord inj | Cl sk base fx/br inj NEC | Cl sk w oth fx/cereb lac | Cl skl base fx-deep coma | Cl skl base fx-prol coma | Cl skl base fx/cereb lac | Cl skl base fx/menin hem | Cl skl fx NEC-proln coma | Cl skl fx NEC/mening hem | Cl skl vlt fx-concus NOS | Cl skl vlt fx-proln coma | Cl skl vlt fx/cerebr lac | Cl skl vlt fx/mening hem | Cl skl w oth fx w/o coma | Cl skl w oth fx-brf coma | Cl skl w oth fx-coma NOS | Cl skl w oth fx-mod coma | Cl skl/oth fx/mening hem | Cl skul base fx w/o coma | Cl skul base fx-brf coma | Cl skul base fx-coma NOS | Cl skul base fx-mod coma | Cl skul base fx/brf coma | Cl skul fx NEC-deep coma | Cl skul fx w oth bone fx | Cl skul vlt fx-deep coma | Cl skul w oth fx/hem NEC | Cl skul/oth fx-deep coma | Cl skull base fx-concuss | Cl skull base fx/hem NEC | Cl skull fx NEC w/o coma | Cl skull fx NEC-brf coma | Cl skull fx NEC-coma NOS | Cl skull vlt fx w/o coma | Cl skull vlt fx-brf coma | Cl skull vlt fx-coma NOS | Cl skull vlt fx-mod coma | Cl skull vlt fx/hem NEC | Clavicle fx at birth | Claw toe | Cleft lip NOS | Cleft palate & lip NEC | Cleft palate & lip NOS | Cleft palate NOS | Clonorchiasis | Clos skull base fracture | Close skull fracture NEC | Closed skull vault fx | Clostridium perfringens | Cluster headache syn NOS | Cmp int orth dev/gft NOS | Cns abscess NOS | Cns complic-del w p/p | Cns demyelination NEC | Cns demyelination NOS | Cns disorder NEC | Cns disorder NOS | Cns dysfunction syn NB | Cnsl victm partner abuse | Cntct/exp hazrd metl NEC | Cntrl sleep apnea ot dis | Coag def hemorr-antepart | Coag def hemorr-deliver | Coagulat defect NEC/NOS | Coagulation def-antepart | Coagulation def-deliv | Coagulation def-postpart | Coal workers' pneumocon | Coarctation of aorta | Cocaine abuse-continuous | Cocaine abuse-episodic | Cocaine abuse-in remiss | Cocaine abuse-unspec | Cocaine depend-contin | Cocaine depend-episodic | Cocaine depend-remiss | Cocaine depend-unspec | Coccidioidomycosis NOS | Cognition sign/sympt NEC | Colles' fracture-closed | Colles' fracture-open | Colon injury NEC-closed | Colon injury NOS-closed | Colon injury NOS-open | Color deficiency NEC | Colostomy status | Colosty/enter comp-mech | Colosty/enterost infectn | Colstmy/enteros comp NEC | Colstomy/enter comp NOS | Coma | Comb drug dep NEC-contin | Comb drug dep NEC-remiss | Comb drug dep NEC-unspec | Comb endocr dysfunct NEC | Common truncus | Common variabl immunodef | Communic dis contact NEC | Communicat hydrocephalus | Comp intest pouch NEC | Comp intestine transplnt | Comp organ transplnt NOS | Comp oth organ transplnt | Comp tp organ-stem cell | Comp-genitourin dev/grft | Comp-heart valve prosth | Comp-int prost devic NEC | Comp-internal joint pros | Comp-nerv sys dev/graft | Comp-oth cardiac device | Comp-oth int ortho devic | Comp-oth vasc dev/graft | Comp-periton dialys cath | Comp-ren dialys dev/grft | Comp-unsp device/graft | Compl del NEC aff NB | Compl heart transplant | Compl kidney transplant | Compl liver transplant | Compl lung transplant | Compl marrow transplant | Compl pancreas transplnt | Compl reattached finger | Compl transpos great ves | Complcation-insulin pump | Complete edentulism NOS | Complete les cord/c5-c7 | Complic med care NEC/NOS | Complication cns device | Compression of brain | Compression of vein | Concus-brief coma <31 mn | Concussion NOS | Concussion w coma NOS | Concussion w/o coma | Concussion-deep coma | Concussion-moderate coma | Cond hear loss comb type | Condctv hear loss, bilat | Condctv hear loss,unilat | Conditn influ health NEC | Conduc hear loss mid ear | Conduct disturbance NOS | Conduct hearing loss NOS | Conduction disorder NEC | Conduction disorder NOS | Condyloma acuminatum | Cong absence ext ear | Cong absence of vertebra | Cong anom of aorta NEC | Cong anom of aorta NOS | Cong aorta valv insuffic | Cong aorta valv stenosis | Cong bowing leg NOS | Cong breast anomaly NEC | Cong chorioretinal degen | Cong cntrl hypovent synd | Cong corneal opacit NEC | Cong cystic liver dis | Cong cytomegalovirus inf | Cong def clot factor NEC | Cong esoph fistula/atres | Cong face/neck anom NEC | Cong face/neck anom NOS | Cong factor IX disorder | Cong factor viii diord | Cong factor xi disorder | Cong foot deform NEC | Cong genu recurvatum | Cong heart anomaly NEC | Cong heart anomaly NOS | Cong hered musc dystrphy | Cong hip deformity NEC | Cong hip disloc w sublux | Cong hip disloc, unilat | Cong hip sublux, bilat | Cong hip sublux, unilat | Cong knee deformity | Cong knee dislocation | Cong mitral insufficienc | Cong obst ureteroves jnc | Cong postural deformity | Cong pulmon valv atresia | Cong pulmon valve stenos | Cong pyloric stenosis | Cong skin pigment anomal | Cong skull/face/jaw def | Cong subaortic stenosis | Cong tricusp atres/sten | Cong/herid thromb purpra | Congen CV dis-del w p/p | Congen abn uter-postpart | Congen bronchiectasis | Congen fusion of spine | Congen hip disloc, bilat | Congen obst urtroplv jnc | Congen urethral stenosis | Congenital anemia | Congenital anomaly NOS | Congenital cataract NOS | Congenital chordee | Congenital cystic lung | Congenital diplegia | Congenital eyelid deform | Congenital heart block | Congenital hemiplegia | Congenital hydrocele | Congenital hydrocephalus | Congenital hypothyroidsm | Congenital infec NEC | Congenital neutropenia | Congenital pes planus | Congenital pneumonia | Congenital ptosis | Congenital quadriplegia | Congenital renal cyst | Congenital torticollis | Congenital ureterocele | Congn anoml abd wall NEC | Conjunctiva disorder NEC | Conjunctiva disorder NOS | Conjunctiva vasc anomaly | Conjunctival cysts | Conjunctival edema | Conjunctival hemorrhage | Conjunctivitis NEC | Conjunctivitis NOS | Conn's syndrome | Consl partner prob | Constipation NEC | Constipation NOS | Constrictiv pericarditis | Cont/exp hazard chem NEC | Continuous leakage | Contracept pill surveill | Contracted palmar fascia | Contracture of tendon | Contusion NOS | Contusion abdominal wall | Contusion face/scalp/nck | Contusion genital organs | Contusion leg NOS | Contusion of ankle | Contusion of breast | Contusion of chest wall | Contusion of elbow | Contusion of eye NOS | Contusion of eyeball | Contusion of finger | Contusion of foot | Contusion of forearm | Contusion of hand(s) | Contusion of hip | Contusion of knee | Contusion of lower leg | Contusion of thigh | Contusion of toe | Contusion of upper arm | Contusion of wrist | Contusion orbital tissue | Contusion periocular | Contusion scapul region | Contusion shoulder & arm | Contusion shoulder reg | Contusion trunk NOS | Contusion upper limb NOS | Conversion disorder | Convulsions NEC | Convulsions in newborn | Cor ath artry bypas grft | Cor ath bypass graft NOS | Cor ath d/t calc cor lsn | Cor ath unsp vsl ntv/gft | Cor triatriatum | Cord entangle NEC-deliv | Cornea transplant status | Corneal degeneration NOS | Corneal disorder NEC | Corneal dsdr contct lens | Corneal grft malfunction | Corneal ulcer NOS | Corns and callosities | Coronary artery anomaly | Corpus luteum cyst | Correct transpos grt ves | Cortex contus-brief coma | Cortex contus-coma NOS | Cortex contus-concus NOS | Cortex contus-deep coma | Cortex contus-mod coma | Cortex contusion-no coma | Cortex lacerat w/o coma | Cortex lacerat-deep coma | Cortical blindness | Corticoadren overact NEC | Cough | Cough variant asthma | Counslng sbstn use abuse | Coxsackie virus mening | Cracked tooth | Cramp in limb | Cranial nerve dis NOS | Crbl art oc NOS wo infrc | Crbl art ocl NOS w infrc | Crbl emblsm w infrct | Crbl emblsm wo infrct | Crbl thrmbs w infrct | Crbl thrmbs wo infrct | Crit illness neuropathy | Critical illness myopthy | Crn ath atlg vn bps grft | Crn ath nonatlg blg grft | Crnry athrscl natve vssl | Crush inj ext genitalia | Crush inj face scalp | Crush inj neck | Crush inj scapul region | Crushing inj lower leg | Crushing inj trunk NEC | Crushing injury ankle | Crushing injury buttock | Crushing injury finger | Crushing injury foot | Crushing injury forearm | Crushing injury hip | Crushing injury knee | Crushing injury of hand | Crushing injury of wrist | Crushing injury thigh | Cryptococcal meningitis | Cryptococcosis | Cryptogenic organiz pneu | Cryptosporidiosis | Cryst arthrop NOS-l/leg | Crystal deposit vitreous | Cumltv trma-repetv impct | Cushing's syndrome | Cutaneous candidiasis | Cutaneous diphtheria | Cutaneous mycobacteria | Cutaneous-vesicos status | Cva | Cyanosis | Cyanotic attack, newborn | Cyclic neutropenia | Cyclothymic disorder | Cyst of bone NOS | Cyst of kidney, acquired | Cyst of thyroid | Cystic fibros w pul man | Cystic fibros w/o ileus | Cystic fibrosis NEC | Cystic fibrosis gene car | Cystic kidney diseas NEC | Cystic kidney diseas NOS | Cysticercosis | Cystitis NEC | Cystitis NOS | Cystitis cystica | Cystocele, lateral | Cystocele, midline | Cystoid macular degen | Cystostomy status NEC | Cystostomy status NOS | Cystourethral anom NEC | Cysts of jaws NEC | Cytomegaloviral disease | DMAC bacteremia | DMI circ nt st uncntrld | DMI circ uncntrld | DMI hprosmlr uncontrold | DMI hprsm nt st uncntrld | DMI keto nt st uncntrld | DMI ketoacd uncontrold | DMI neuro nt st uncntrld | DMI neuro uncntrld | DMI o cm nt st uncntrld | DMI ophth nt st uncntrld | DMI ophth uncntrld | DMI oth coma uncontrold | DMI oth nt st uncntrld | DMI oth uncntrld | DMI renal uncntrld | DMI renl nt st uncntrld | DMI unspf nt st uncntrld | DMI unspf uncntrld | DMI wo cmp nt st uncntrl | DMI wo cmp uncntrld | DMII circ nt st uncntrld | DMII circ uncntrld | DMII hprosmlr uncontrold | DMII hprsm nt st uncntrl | DMII keto nt st uncntrld | DMII ketoacd uncontrold | DMII neuro nt st uncntrl | DMII neuro uncntrld | DMII o cm nt st uncntrld | DMII ophth nt st uncntrl | DMII ophth uncntrld | DMII oth coma uncontrold | DMII oth nt st uncntrld | DMII oth uncntrld | DMII renal uncntrld | DMII renl nt st uncntrld | DMII unspf nt st uncntrl | DMII unspf uncntrld | DMII wo cmp nt st uncntr | DMII wo cmp uncntrld | Dacryoadenitis NOS | Dacryocystitis NOS | Damage to pelvic jt-del | Deaf, nonspeaking NEC | Debility NOS | Decrease fetal movmt del | Decreased WBC count NEC | Deep dermatophytosis | Deep phlebitis-leg NEC | Defibrination syndrome | Defic circul enzyme NEC | Deficiency anemia NOS | Deficiency of vitamin k | Degen basal ganglia NEC | Degeneration of eye NOS | Degenerative skin disord | Dehydration | Del w 1 deg lacerat-del | Del w 2 deg lacerat-del | Delay conjugat jaund NEC | Delay conjugat jaund NOS | Delay p/p hem-del w p/p | Delay p/part hem-postpar | Delirium d/t other cond | Delirium tremens | Deliver-single liveborn | Deliver-single stillborn | Deliver-twins, both live | Delusional disorder | Demen NOS w behav distrb | Demen NOS w/o behv dstrb | Dementia w Lewy bodies | Dementia w behavior dist | Dementia w/o behav dist | Dental caries - enamel | Dental caries NEC | Dental caries NOS | Dental caries-root surf | Dental disorder NEC | Dental disorder NOS | Dentofacial anomaly NEC | Depend-supplement oxygen | Depr psychos-part remiss | Depr psychos-sev w psych | Depress psychosis-mild | Depress psychosis-severe | Depress psychosis-unspec | Depressive disorder NEC | Depressive psychosis-mod | Dermat d/t food ingest | Dermat d/t int agent NEC | Dermatitis NEC | Dermatitis NOS | Dermatitis due to plant | Dermatitis factitia | Dermatitis herpetiformis | Dermatitis oth radiation | Dermatoglyphic anomalies | Dermatographic urticaria | Dermatomycoses NEC | Dermatomycosis NOS | Dermatomyositis | Dermatophyt scalp/beard | Dermatophytosis of body | Dermatophytosis of foot | Dermatophytosis of groin | Dermatophytosis of nail | Dermatophytosis site NEC | Dermatophytosis site NOS | Descending colon inj-cl | Descending colon inj-opn | Desensitiza to allergens | Detachmnt w defect NOS | Detergent dermatitis | Detrusr sphinc dyssnrgia | Devel coordination dis | Devel odontogenic cysts | Development delay NOS | Development delays NEC | Deviated nasal septum | Diabetes insipidus | Diabetes-antepartum | Diabetes-delivered | Diabetes-postpartum | Diabetic cataract | Diabetic macular edema | Diabetic retinopathy NOS | Dialysis encounter, NEC | Diaper or napkin rash | Diaphragm hernia w gangr | Diaphragm hernia w obstr | Diaphragm injury-closed | Diaphragm injury-open | Diaphragmatic hernia | Diarrhea | Diarrhea of infect orig | Diastasis of muscle | Diastolc hrt failure NOS | Dicalc phos crys-forearm | Dicalc phos cryst-l/leg | Dietary surveil/counsel | Dieulafoy les, intestine | Dieulafoy les,stom&duod | Diff connect tis dis NEC | Diff connect tis dis NOS | Difficulty in walking | Diffus cystic mastopathy | Digeorge's syndrome | Digest-genit fistul, fem | Digestive neoplasm NOS | Digestve syst symptm NEC | Diphtheria NEC | Diphtheria NOS | Diphtheria carrier | Diplegia of upper limbs | Diplopia | Dis bilirubin excretion | Dis calcium metablsm NEC | Dis calcium metablsm NOS | Dis carbohydr metab NEC | Dis copper metabolism | Dis magnesium metabolism | Dis mid ear/mastoid NEC | Dis mineral metabol NEC | Dis mineral metabol NOS | Dis mitochondrial metab | Dis of biliary tract NEC | Dis of biliary tract NOS | Dis of gallbladder NEC | Dis of gallbladder NOS | Dis phosphorus metabol | Dis plas protein met NEC | Dis plas protein met NOS | Dis porphyrin metabolism | Dis urea cycle metabol | Disaccharidase def/malab | Disc degeneration NOS | Disc dis NEC/NOS-cerv | Disc dis NEC/NOS-lumbar | Disc dis NEC/NOS-thorac | Disc dis NEC/NOS-unspec | Disc dis w myelopath NOS | Disc displacement NOS | Disease of larynx NEC | Disease of larynx NOS | Disease of pharynx NEC | Disease of pharynx NOS | Diseases of appendix NEC | Diseases of lips | Diseases of nail NEC | Diseases of thymus NEC | Disfigurements of head | Disl finger NOS-closed | Disl interphaln hand-cl | Disl metacarpophalan-opn | Disl metatarsophalang-cl | Disl tarsometatarsal-opn | Disloc 1st cerv vert-cl | Disloc 2nd cerv vert-cl | Disloc 3rd cerv vert-cl | Disloc 4th cerv vert-cl | Disloc 5th cerv vert-cl | Disloc 6th cerv vert-cl | Disloc 7th cerv vert-cl | Disloc acromioclavic-cl | Disloc acromioclavic-opn | Disloc cerv vert NOS-cl | Disloc dist radiouln-cl | Disloc dist radiouln-opn | Disloc metacarpal-closed | Disloc metacarpophaln-cl | Disloc mult cerv vert-cl | Disloc radiocarpal-clos | Disloc shoulder NEC-clos | Disloc shoulder NOS-clos | Disloc tarsal NOS-closed | Disloc thoracic vert-cl | Disloc wrist NEC-closed | Disloc wrist NOS-closed | Disloca midcarpal-closed | Dislocat elbow NEC-close | Dislocat elbow NOS-close | Dislocat foot NEC-closed | Dislocat hip NOS-closed | Dislocat knee NOS-closed | Dislocat knee NOS-open | Dislocat lumbar vert-cl | Dislocat midcarpal-open | Dislocat patella-closed | Dislocat sacrum-closed | Dislocat site NEC-closed | Dislocat site NEC-open | Dislocat sternum-closed | Dislocate prosthetic jt | Dislocation ankle-closed | Dislocation ankle-open | Dislocation jaw-closed | Dislocation patella-open | Disord iron metablsm NEC | Disorder of eyelid NOS | Disorder of meninges NEC | Disorder of penis NEC | Disorder of penis NOS | Disorder of thyroid NOS | Disorders breast NEC | Disorders of bladder NEC | Disorders of diaphragm | Disorders of ear NEC | Disorders of eyelid NEC | Disorders of sacrum | Disorders of thyroid NEC | Disorders of uterus NEC | Disrpt trauma wound repr | Disrup internal op wound | Disrup-external op wound | Disrupt c-sect-del w p/p | Disrupt c-sect-postpart | Dissect carotid artery | Dissect vertebral artery | Dissection artery NEC | Dissection cor artery | Dissection iliac artery | Dissection renal artery | Dissem intravasc coag NB | Disseminated candidiasis | Dissociated nystagmus | Dissociative amnesia | Dissociative react NOS | Dissociatve identity dis | Disturbances of vision | Diverticulum of bladder | Diving accident | Dizziness and giddiness | Do not resusctate status | Dog bite | Domestic wiring accident | Dorsal root injury | Double outlet rt ventric | Doubling of uterus | Down's syndrome | Drop, hematocrit, precip | Drowning/nonfatal submer | Drug abuse NEC-contin | Drug abuse NEC-episodic | Drug abuse NEC-in remiss | Drug abuse NEC-unspec | Drug allergy NEC | Drug depend NEC-contin | Drug depend NEC-unspec | Drug depend NOS-contin | Drug depend NOS-remiss | Drug depend NOS-unspec | Drug dependence-antepart | Drug dependence-deliver | Drug dermatitis NOS | Drug induce headache NEC | Drug induced neutropenia | Drug induced sleep disor | Drug mental disorder NEC | Drug mental disorder NOS | Drug persisting dementia | Drug psy dis w hallucin | Drug psych disor w delus | Drug withdrawal | Drug-induced delirium | Drug-induced mood disord | Dsct of abdominal aorta | Dsct of aorta unsp site | Dsct of thoracic aorta | Dsct of thoracoabd aorta | Dual sensory impairment | Duane's syndrome | Duodenal obstruction NEC | Duodenal ulcer NOS | Duodenal ulcer NOS-obstr | Duodenitis w hmrhg | Duodenitis w/o hmrhg | Duodenum injury-closed | Duodenum injury-open | Dural tear NEC | Dvrtcli colon w hmrhg | Dvrtcli colon w/o hmrhg | Dvrtcli sml int w/o hmrg | Dvrtclo colon w hmrhg | Dvrtclo colon w/o hmrhg | Dvrtclo sml int w hmrhg | Dvrtclo sml int w/o hmrg | Dwarfism NEC | Dysarthria | Dyschromia, unspecified | Dyskinesia of esophagus | Dysmenorrhea | Dysmetabolic syndrome x | Dysphagia NEC | Dysphagia NOS | Dysphagia, oral phase | Dysphagia, oropharyngeal | Dysphagia, pharyngeal | Dysphagia,pharyngoesoph | Dysphonia | Dysplasia of anus | Dysplasia of cervix NOS | Dysplasia of prostate | Dysthymic disorder | Dysuria | E coli septicemia | E.coli infection NEC/NOS | Ear anomalies NEC | Ear anomaly NOS | Ear piercing | Early complic trauma NEC | Early congen syph NOS | Early onset delivery-del | Early satiety | East equine encephalitis | Eating disorder NEC | Eating disorder NOS | Ebstein's anomaly | Echinococcosis NOS liver | Eclampsia-antepartum | Eclampsia-delivered | Eclampsia-postpartum | Economic problem | Ect preg NEC w/o int prg | Ectp preg NOS w int preg | Ectpc prg NEC w int preg | Ectropion NOS | Eczema herpeticum | Edema | Edema of eyelid | Edema of larynx | Edema of newborn NEC/NOS | Edema of penis | Edema pharynx/nasopharyx | Edema, male genital orgn | Edwards' syndrome | Effect external caus NEC | Effects electric current | Effects of hunger | Effects radiation NOS | Effusion NEC exc tb | Ehlers-danlos syndrome | Ehrlichiosis NEC | Ehrlichiosis NOS | Elb/forearm/wrst inj NOS | Elder primigravid-antepa | Elderly multigravd-antep | Elderly multigravida-del | Elderly primigravida-del | Electrolyt/fluid dis NEC | Elev C-reactive protein | Elev bl pres w/o hypertn | Elev transaminase/ldh | Elevated sediment rate | Elvtd prstate spcf antgn | Embl suprfcl ves low ext | Emotional state sym NEC | Emphysema NEC | Emphysema rsult frm proc | Emphysematous bleb | Empyema w/o fistula | Empyema with fistula | Enceph & encephlalo NEC | Enceph/myel folwg immune | Encephalitis NOS | Encephalocele | Encephalopathy NEC | Encephalopathy NOS | Encntr plnd po wnd clsr | Encountr palliative care | End stage renal disease | Endocard cushion def NEC | Endocard cushion def NOS | Endocard fibroelastosis | Endocarditis NOS | Endocarditis in oth dis | Endocrine anomaly NEC | Endocrine disorder NOS | Endocrine disorders NEC | Endocrine/nerv neo NOS | Endometrial hyperpla NOS | Endometriosis NEC | Endometriosis NOS | Endophthalmitis NEC | Endos dentl imp fail NEC | Enlargement lymph nodes | Enophthalmos d/t trauma | Enteritis of infect orig | Enterococcus group d | Enterostomy status NEC | Enthesopathy of hip | Enthesopathy of knee NEC | Enthesopathy of knee NOS | Enthesopathy, site NOS | Enuresis | Enzyme defic anemia NEC | Eosinophil gastrt wo hem | Eosinophilia | Eosinophilia myalgia snd | Eosinophilic esophagitis | Eosinophilic gastroent | Eosinophilic meningitis | Epicranial subapo hemorr | Epil par cont w intr epi | Epil par cont w/o int ep | Epilep NEC w/o intr epil | Epilep NOS w/o intr epil | Epilepsy NEC w intr epil | Epilepsy NOS w intr epil | Epilepsy-antepartum | Epilepsy-postpartum | Epimembranous nephritis | Epiphora NOS | Episodic mood disord NEC | Episodic mood disord NOS | Epispadias | Epistaxis | Erysipelas | Erythema multiforme NOS | Erythema multiforme maj | Erythema nodosum | Erythematous cond NEC | Erythematous cond NOS | Erythromelalgia | Esoph varice oth dis NOS | Esoph varices w/o bleed | Esophag varices w bleed | Esophageal anomaly NEC | Esophageal disorder NOS | Esophageal hemorrhage | Esophageal reflux | Esophageal stricture | Esophagitis, unspecified | Esophagus injury-closed | Esophagus injury-open | Esotropia NOS | Essen hyperten-antepart | Essen hyperten-delivered | Essen hyperten-postpart | Essntial thrombocythemia | Estrogen recep neg stat | Estrogen recep pstv stat | Euthyroid sick syndrome | Evans' syndrome | Ex ear anm NEC-impr hear | Exam ears & hearing NEC | Exam-clincal trial | Exceptionally large baby | Excess fetal grth-deliv | Excessive cold NEC | Excessive cold NOS | Excessive cold, man-made | Excessive cold: weather | Excessive heat, man-made | Excessive heat: weather | Excessive menstruation | Exercse ind bronchospasm | Exfl d/t eryth 10-19 bdy | Exfol d/t eryth <10% bdy | Exophoria | Exophthalmos NOS | Exostosis, site NOS | Exotropia NOS | Explosive personality | Explosives accident NEC | Expressive language dis | Expsure keratoconjunctiv | Expulsive choroid hemorr | Ext asthma w status asth | Ext asthma w(acute) exac | Ext hemorrhoid w/o compl | Ext hemrrhoid w comp NEC | Ext thrombos hemorrhoid | External ophthalmoplegia | Externl cause status NEC | Externl cause status NOS | Extradur hem-brief coma | Extradural hem w/o coma | Extradural hem-coma NOS | Extradural hem-deep coma | Extrapyramidal dis NEC | Extrapyramidal dis NOS | Extravasation of urine | Extravasn vesicant NEC | Extreme immat 1000-1249g | Extreme immat 1250-1499g | Extreme immat 1500-1749g | Extreme immat 2000-2499g | Extreme immatur 500-749g | Extreme immatur 750-999g | Extreme immatur <500g | Extreme immatur wtNOS | Extrinsic asthma NOS | Exudative macular degen | Eye anomaly NOS | Eye disorder NOS | Eye disorders NEC | Eye movemnt disorder NOS | Eye replacement NEC | FB bladder & urethra | FB entering oth orifice | FB granuloma of muscle | FB in conjunctival sac | FB in intestine & colon | FB left during procedure | FB post heart catheter | FB post-catheter removal | FB respiratory tree NOS | FB trach/bronch/lung NEC | Face & neck injury | Facial nerve dis NEC | Facial nerve dis NOS | Facial nerve inj-birth | Facial weakness | Factitious dis w symptom | Fail introd/remove tube | Failure in suture | Failure to thrive-adult | Failure to thrive-child | Falciparum malaria | Fall NEC | Fall NOS | Fall from bed | Fall from building | Fall from chair | Fall from cliff | Fall from commode | Fall from furniture NEC | Fall from ladder | Fall from playgrnd equip | Fall from roller skates | Fall from scaffolding | Fall from skateboard | Fall from skis | Fall from slipping NEC | Fall from snowboard | Fall from train-passengr | Fall from train-pedest | Fall from wheelchair | Fall in sports | Fall into other hole | Fall on escalator | Fall on sidewalk curb | Fall on stair/step NEC | Fall striking object NEC | Fall striking sharp obj | Fall-1 level to oth NEC | Fall-nonmotor scooter | Fam Mediterranean fever | Fam hx MEN syndrome | Fam hx digest disord NEC | Fam hx genet dis carrier | Fam hx sudden card death | Fam hx-bladder malig | Fam hx-blood disord NEC | Fam hx-cardiovas dis NEC | Fam hx-congen anomalies | Fam hx-diabetes mellitus | Fam hx-intrathoracic mal | Fam hx-ischem heart dis | Fam hx-kidney dis NEC | Fam hx-lymph neoplas NEC | Fam hx-neurolog dis NEC | Fam hx-psychiatric cond | Fam hx-urinry malig NEC | Family circumstances NEC | Family disruption NEC | Family dsrpt-death membr | Family dsrpt-estrangmemt | Family health probl NEC | Family hx colonic polyps | Family hx-anemia | Family hx-asthma | Family hx-breast malig | Family hx-condition NEC | Family hx-deafness | Family hx-gi malignancy | Family hx-kidney malig | Family hx-leukemia | Family hx-malignancy NEC | Family hx-malignancy NOS | Family hx-stroke | Fasciitis NOS | Fat embolism | Feb nonhemo transf react | Febrile convulsions NOS | Fecal impaction | Feeding problem | Felon | Felty's syndrome | Fem genital fistula NEC | Fem genital symptoms NEC | Fem genital symptoms NOS | Fem pelv inflam dis NOS | Fem pelvic periton adhes | Fem stress incontinence | Female gen inflam NOS | Female genital disor NEC | Female infertility NOS | Femoral nerve lesion NEC | Femoral vein phlebitis | Fet growth ret 2500+g | Fet growth ret 500-749g | Fet growth ret 750-999g | Fet growth retard <500g | Fet grwth ret 1000-1249g | Fet grwth ret 1250-1499g | Fet grwth ret 1500-1749g | Fet grwth ret 1750-1999g | Fet grwth ret 2000-2499g | Fetal abnorm NEC-antepar | Fetal distrs dur lab/del | Fetal/neonatal hepatitis | Fetal/neonatal jaund NOS | Fever NOS | Fever in other diseases | Fibromatoses NEC | Finger injury NOS | Fire accident NOS | Fire in bldg-accid NEC | Firearm accident NOS | Fistula of bile duct | Fistula of gallbladder | Fit orthopedic devices | Fit/adj perit dial cath | Fit/adj vascular cathetr | Fit/adjust device NEC | Fit/adjust insulin pump | Fitting urinary devices | Flail chest | Flat foot | Flatul/eructat/gas pain | Flccd hmiplg nondmnt sde | Flccd hmiplga domnt side | Flccd hmiplga unspf side | Flu dt iden avian w pneu | Flu w manifestation NEC | Flu w resp manifest NEC | Fluid overload NEC | Flushing | Fm hx endo/metab dis NEC | Fm hx genital malig NEC | Fm hx ovary malignancy | Fm hx prostate malig | Fm hx testis malig | Fm hx-infect/parasit dis | Fm hx-trach/bronchog mal | Fmily dsrpt- divorce/sep | Fnctnl urinary incontnce | Folate-deficiency anemia | Follicular cyst of ovary | Food poisn d/t v. vulnif | Food poisoning NOS | Food/vomit pneumonitis | Forearm deformity NEC | Forearm deformity NOS | Foreign bdy ext eye NEC | Foreign bdy ext eye NOS | Foreign bdy vulva/vagina | Foreign body GI NOS | Foreign body anus/rectum | Foreign body bronchus | Foreign body esophagus | Foreign body granul-skin | Foreign body in larynx | Foreign body in nose | Foreign body in pharynx | Foreign body in stomach | Foreign body in trachea | Foreign body penis | Foreign body trunk | Fourth nerve palsy | Fracture acetabulum-clos | Fracture acetabulum-open | Fracture calcaneus-close | Fracture calcaneus-open | Fracture five ribs-close | Fracture four ribs-close | Fracture ischium-closed | Fracture of ilium-closed | Fracture of ilium-open | Fracture of pubis-closed | Fracture of pubis-open | Fracture of sternum-clos | Fracture of sternum-open | Fracture one rib-closed | Fracture one rib-open | Fracture patella-closed | Fracture patella-open | Fracture radius NOS-open | Fracture rib NOS-closed | Fracture rib NOS-open | Fracture seven ribs-clos | Fracture six ribs-closed | Fracture three ribs-clos | Fracture two ribs-closed | Fracture ulna NOS-closed | Fracture ulna NOS-open | Fracture, cause NOS | Fragile x syndrome | Friedreich's ataxia | Frontal lobe deficit | Frontal lobe syndrome | Frontotemp dementia NEC | Frostbite NEC/NOS | Frostbite of foot | Frostbite of hand | Ft/adj xtrcorp dial cath | Ftng autmtc dfibrillator | Ftng cardiac pacemaker | Ftng oth cardiac device | Full incontinence-feces | Full-thicknes lac eyelid | Fum/vapor bronc/pneumon | Funct dis intestine NEC | Function dis neutrophils | Functional quadriplegia | Furnit w/o sub fall | Furniture acc w sub fall | Fx 1st metacarp base-cl | Fx 1st metacarp base-opn | Fx alveolar bord mand-cl | Fx anat neck humerus-opn | Fx anatom nck humerus-cl | Fx angle of jaw-closed | Fx angle of jaw-open | Fx ankle NOS-closed | Fx ankle NOS-open | Fx arms w rib/stern-open | Fx arms w rib/sternum-cl | Fx astragalus-closed | Fx astragalus-open | Fx base femoral nck-clos | Fx bimalleolar-closed | Fx bimalleolar-open | Fx c1 vertebra-closed | Fx c2 vertebra-closed | Fx c3 vertebra-closed | Fx c4 vertebra-closed | Fx c5 vertebra-closed | Fx c6 vertebra-closed | Fx c7 vertebra-closed | Fx capitate bone-closed | Fx carpal bone NEC-close | Fx carpal bone NEC-open | Fx carpal bone NOS-close | Fx cervical vert NOS-cl | Fx clavic, acrom end-opn | Fx clavicl, acrom end-cl | Fx clavicl, stern end-cl | Fx clavicle NOS-closed | Fx clavicle NOS-open | Fx clavicle shaft-closed | Fx clavicle shaft-open | Fx condyl proc mandib-cl | Fx coron proc mandib-cl | Fx coronoid proc ulna-cl | Fx cuboid-closed | Fx cuneiform, foot-clos | Fx cuneiform, foot-open | Fx dental mat w/o loss | Fx dist phalanx, hand-cl | Fx distal phal, hand-opn | Fx distal radius NEC-cl | Fx distal radius NEC-opn | Fx distal ulna-closed | Fx distal ulna-open | Fx dorsal vertebra-close | Fx dorsal vertebra-open | Fx eight/more rib-closed | Fx eight/more ribs-open | Fx facial bone NEC-close | Fx facial bone NEC-open | Fx femoral condyle-close | Fx femoral condyle-open | Fx femur NOS-closed | Fx femur NOS-open | Fx femur intrcap NEC-opn | Fx femur intrcaps NEC-cl | Fx femur shaft-closed | Fx femur shaft-open | Fx femur, midcervic-clos | Fx fibula NOS-closed | Fx fibula shaft-open | Fx foot bone NEC-closed | Fx foot bone NEC-open | Fx foot bone NOS-closed | Fx gr tuberos humerus-cl | Fx hamate bone-closed | Fx hamate bone-open | Fx humer, condyl NOS-cl | Fx humer, condyl NOS-opn | Fx humer, lat condyl-cl | Fx humer, lat condyl-opn | Fx humer, med condyl-cl | Fx humerus NOS-closed | Fx humerus NOS-open | Fx humerus shaft-closed | Fx humerus shaft-open | Fx larynx/trachea-closed | Fx larynx/trachea-open | Fx lateral malleolus-cl | Fx lateral malleolus-opn | Fx legs w arm/rib-closed | Fx legs w arm/rib-open | Fx low end femur NEC-cl | Fx low end femur NEC-opn | Fx low end femur NOS-cl | Fx low end femur NOS-opn | Fx low femur epiphy-clos | Fx low femur epiphy-open | Fx low radius w ulna-cl | Fx low radius w ulna-opn | Fx lower humer NEC-open | Fx lower humer NOS-open | Fx lower humerus NEC-cl | Fx lower humerus NOS-cl | Fx lumbar vertebra-close | Fx lumbar vertebra-open | Fx lunate, wrist-closed | Fx lunate, wrist-open | Fx malar/maxillary-close | Fx malar/maxillary-open | Fx mandible body NEC-cl | Fx mandible body NEC-opn | Fx medial malleolus-clos | Fx medial malleolus-open | Fx metacarp base NEC-cl | Fx metacarp base NEC-opn | Fx metacarpal NOS-closed | Fx metacarpal NOS-open | Fx metacarpal neck-close | Fx metacarpal neck-open | Fx metacarpal shaft-clos | Fx metacarpal shaft-open | Fx metatarsal-closed | Fx metatarsal-open | Fx mid/prx phal, hand-cl | Fx mid/prx phal, hand-op | Fx mult cervical vert-cl | Fx mult phalan, hand-cl | Fx mult phalan, hand-opn | Fx mult ribs NOS-closed | Fx navicular, foot-clos | Fx navicular, foot-open | Fx navicular, wrist-clos | Fx navicular, wrist-open | Fx neck of femur NOS-cl | Fx neck of femur NOS-opn | Fx olecran proc ulna-cl | Fx olecran proc ulna-opn | Fx orbital floor-closed | Fx orbital floor-open | Fx phalanx, foot-closed | Fx phalanx, foot-open | Fx phalanx, hand NOS-cl | Fx phalanx, hand NOS-opn | Fx pisiform-closed | Fx radius NOS-closed | Fx radius head-closed | Fx radius shaft-closed | Fx radius shaft-open | Fx radius w ulna NOS-cl | Fx radius w ulna NOS-opn | Fx ramus NOS-closed | Fx ramus NOS-open | Fx sacr-cl/cauda inj NEC | Fx sacrum-cl/crd inj NOS | Fx sacrum/coccyx-closed | Fx scap, glen cav/nck-cl | Fx scapul, acrom proc-cl | Fx scapul, corac proc-cl | Fx scapula NEC-closed | Fx scapula NOS-closed | Fx scapula NOS-open | Fx shaft fib w tib-clos | Fx shaft fibula-closed | Fx shaft rad w ulna-clos | Fx shaft rad w ulna-open | Fx shaft tibia w fib-opn | Fx shaft tibia-closed | Fx surg nck humerus-clos | Fx symphy mandib bdy-opn | Fx symphy mandib body-cl | Fx tibia NOS-closed | Fx tibia NOS-open | Fx tibia shaft-open | Fx tibia w fib NOS-open | Fx tibia w fibula NOS-cl | Fx trapezium bone-closed | Fx trapezoid bone-closed | Fx trimalleolar-closed | Fx trimalleolar-open | Fx triquetral, wrist-cl | Fx ulna shaft-closed | Fx ulna shaft-open | Fx up end humerus NOS-cl | Fx up femur epiphy-clos | Fx up radius NEC/NOS-cl | Fx up radius w ulna-clos | Fx up radius w ulna-open | Fx up tibia w fibula-cl | Fx up tibia w fibula-opn | Fx up ulna NEC/NOS-open | Fx upper end fibula-clos | Fx upper end tibia-close | Fx upper end tibia-open | Fx upper humerus NEC-cl | Fx upper humerus NEC-opn | Fx upper humerus NOS-opn | GI injury NEC-closed | GI injury NEC-open | GI mucositis (ulceratve) | GI pathogen carrier NEC | GI sites - kpsi's srcoma | Gal&bil cal w/ac&ch w ob | Gal&bil cal w/ac&chr w/o | Gal&bil cal w/oth w/o ob | Galactorrhea-nonobstet | Gall&bil cal w/ac w obs | Gall&bil cal w/ac w/o ob | Gall&bil cal w/o ch w ob | Gall&bil cal w/o cho w/o | Gall&bil cal w/oth w obs | Gallstone ileus | Gang ventral hernia NEC | Ganglion NOS | Ganglion of joint | Ganglion of tendon | Gangr incisional hernia | Gangr ventral hernia NOS | Gangrene | Gardening/landscaping | Gas cylinder explosion | Gas gangrene | Gastric diverticulum | Gastric/duodenal fistula | Gastroduodenal dis NEC | Gastroduodenal dis NOS | Gastrointest hemorr NOS | Gastrojejunal ulcer NOS | Gastroparesis | Gastrostomy comp - mech | Gastrostomy comp NEC | Gastrostomy comp NOS | Gastrostomy infection | Gastrostomy status | Gb cholesterolosis | Gen cnv epil w intr epil | Gen cnv epil w/o intr ep | Gen nonconv ep w intr ep | Gen noncv ep w/o intr ep | Gen osteoarthros-hand | Gend iden dis,adol/adult | General medical exam NEC | General osteoarthrosis | Generalizd hyperhidrosis | Generalized anxiety dis | Generalized pain | Genetc sus mal neo brest | Genetic anomaly leukocyt | Genetic carrier stat NEC | Genetic susc mal neo NEC | Genetic suscept dis NEC | Genetic torsion dystonia | Geniculate herpes zoster | Genital herpes NEC | Genital herpes NOS | Genital organ anom NEC | Genital organ anom NOS | Genital-skin fistul, fem | Geographic tongue | Gerstmn-Straus-Schnk syn | Giant cell arteritis | Giardiasis | Gingiv/periodont dis NOS | Glaucoma NEC | Glaucoma NOS | Glaucoma stage NOS | Glaucoma w ocular trauma | Glaucoma w systemic synd | Glaucoma w vascular dis | Glossitis | Glossodynia | Glossophar nerve dis NEC | Glucocorticoid deficient | Glutathione dis anemia | Glycogenosis | Glycosuria | Goiter NOS | Golf | Gonadal dysgenesis | Goodpasture's syndrome | Gout NOS | Gout w manifestation NEC | Gouty arthropathy NOS | Gouty tophi site NEC | Graft-versus-host NOS | Gram-neg septicemia NEC | Gram-neg septicemia NOS | Grand mal status | Great vein anomaly NEC | Great vein anomaly NOS | Gross hematuria | Group b streptoc carrier | Gstr mcsl hyprt w hmrg | Gstr mcsl hyprt w/o hmrg | Gstr/ddnts NOS w hmrhg | Gstr/ddnts NOS w/o hmrhg | Gstrontest vesl anomaly | Gu infection-antepartum | Gu infection-delivered | Gu infection-postpartum | H simplex complicat NEC | H simplex keratitis | H simplex meningitis | H zoster complicated NEC | H zoster nerv syst NEC | H zoster otitis externa | H. influenae septicemia | H. influenzae infect NOS | H.influenzae pneumonia | Hair diseases NEC | Hairy-cell leukem abdom | Hallucinations | Hallucinog abuse-contin | Hallucinog abuse-unspec | Hallux valgus | Hamartoses NEC | Hand injury NOS | Handgun accident | Hard tiss dis teeth NOS | Hb-S/Hb-C dis w crisis | Hb-SS disease w crisis | Hdgk dis unsp xtrndl org | Head & neck symptoms NEC | Head injury NOS | Headache | Headache syndrome NEC | Hearing loss NEC | Hearing loss NOS | Heart chamber lacer-opn | Heart chamber lacerat-cl | Heart compl in del-deliv | Heart contusion-closed | Heart disease NOS | Heart failure NOS | Heart injury NOS-closed | Heart injury NOS-open | Heart laceration-closed | Heart laceration-open | Heart transplant status | Heart valve replac NEC | Heart valve transplant | Heartburn | Heat stroke & sunstroke | Heavy-for-date infan NEC | Hebephrenia-chronic | Helicobacter pylori | Hemangioma NEC | Hemangioma NOS | Hemangioma intra-abdom | Hemangioma intracranial | Hemangioma skin | Hemarthrosis-ankle | Hemarthrosis-forearm | Hemarthrosis-jt NEC | Hemarthrosis-l/leg | Hemarthrosis-shlder | Hemarthrosis-up/arm | Hematemesis | Hematoma complic proc | Hematometra | Hematuria NOS | Hemivertebra | Hemochromatos-rbc trans | Hemochromatosis NEC | Hemododialysis hypotensn | Hemoglobinopathies NEC | Hemoglobinuria | Hemolytic hemoglobinuria | Hemolytic uremic synd | Hemopericardium | Hemoperitoneum | Hemophagocytic syndromes | Hemophilus meningitis | Hemophthalmos | Hemoptysis NEC | Hemoptysis NOS | Hemorr choroid detachmnt | Hemorrhage NOS | Hemorrhage complic proc | Hemorrhage from throat | Hemorrhagic cond NOS | Hemorrhoids NOS | Hemrrhoid NOS w comp NEC | Heparin-indu thrombocyto | Hepatic encephalopathy | Hepatic infarction | Hepatitis A w/o coma | Hepatitis A with coma | Hepatitis B carrier | Hepatitis C carrier | Hepatitis NOS | Hepatitis in viral dis | Hepatomegaly | Hepatopulmonary syndrome | Hepatorenal syndrome | Hered hemolytic anem NEC | Hered hemolytic anem NOS | Hered prog musc dystrphy | Hered sensory neuropathy | Hered spastic paraplegia | Heredit elliptocytosis | Heredit hemochromatosis | Heredit hemorr telangiec | Hereditary edema of legs | Hereditary optic atrophy | Hereditary spherocytosis | Hernia NEC | Hernia NOS | Hernia, site NEC w gangr | Hernia, site NEC w obstr | Hernia, site NOS w obstr | Herpes simplex NOS | Herpes simplex eye NOS | Herpes zoster NOS | Herpes zoster meningitis | Herpes zoster myelitis | Herpes zoster of eye NEC | Herpes zoster of eyelid | Herpetic encephalitis | Herpetic gingivostomat | Herpetic infect of penis | Herpetic septicemia | Herpetic ulcer of vulva | Heteronymous hemianopsia | Hi grde myelodys syn les | Hiccough | Hidden penis | Hidradenitis | High head at term-deliv | High vaginal lacer-deliv | Hip & thigh injury NOS | Hirschsprung's disease | Hirsutism | Histoplasm caps pneumon | Histoplasma duboisii NEC | Histoplasmosis NEC | Histoplasmosis NOS | History of tobacco use | Histrionic person NOS | Hit by train-pedestrian | Hit by train-person NEC | Hiv-2 infection oth dis | Hodg lymph-histio mult | Hodg nodul sclero mult | Hodg nodul sclero thorax | Hodgkins dis NOS head | Hodgkins dis NOS mult | Hodgkins dis NOS thorax | Homicidal ideation | Homonymous hemianopsia | Hordeolum externum | Hordeolum internum | Hormone replace postmeno | Hornet/wasp/bee sting | Horseback riding | Hot substance accid NEC | Hot substance accid NOS | Househld maintenance NEC | Hpt B acte coma wo dlta | Hpt B acte wo cm w dlta | Hpt B acte wo cm wo dlta | Hpt B chrn coma wo dlta | Hpt B chrn wo cm w dlta | Hpt B chrn wo cm wo dlta | Hpt C acute w hepat Coma | Hpt C acute wo hpat coma | Hpt C w hepatic coma NOS | Hpt C w/o hepat coma NOS | Hpt E wo hepat Coma | Hpt dlt wo b wo hpt coma | Hrt dis postcardiac surg | Htlv-1 infection oth dis | Human bite - accidental | Human bite - assault | Human herpesvir 6 enceph | Human herpesvirs inf NEC | Human herpesvirus 6 infc | Human herpesvr encph NEC | Human immuno virus dis | Human papillomavirus | Hungry bone syndrome | Hunting rifle accident | Huntington's chorea | Hx Methicln resist Staph | Hx TIA/stroke w/o resid | Hx antineoplastic chemo | Hx benign neoplasm brain | Hx diseases NEC | Hx injury NEC | Hx malig neoplasm NOS | Hx malig neuroendo tumor | Hx malig renal pelvis | Hx of GI malignancy NEC | Hx of GI malignancy NOS | Hx of affective disorder | Hx of alcoholism | Hx of anaphylaxis | Hx of bladder malignancy | Hx of bone malignancy | Hx of brain malignancy | Hx of breast malignancy | Hx of colonic malignancy | Hx of emotional abuse | Hx of eye malignancy | Hx of gastric malignancy | Hx of irradiation | Hx of kidney malignancy | Hx of leukemia NEC | Hx of leukemia NOS | Hx of liver malignancy | Hx of lymphoid leukemia | Hx of malignancy NEC | Hx of myeloid leukemia | Hx of ovarian malignancy | Hx of past noncompliance | Hx of physical abuse | Hx of schizophrenia | Hx of thyroid malignancy | Hx of tongue malignancy | Hx pathological fracture | Hx pulmonary embolism | Hx retained FB, rem | Hx stress fracture | Hx sudden cardiac arrest | Hx surgery to organs NEC | Hx systemc steroid thrpy | Hx traumatc brain injury | Hx traumatic fracture | Hx-allergy NEC | Hx-allergy insct/arachnd | Hx-analgesic allergy | Hx-anti-infect allergy | Hx-antibiot allergy NEC | Hx-blood diseases | Hx-bronchogenic malignan | Hx-cervical malignancy | Hx-circulatory dis NEC | Hx-circulatory dis NOS | Hx-cong malform-eye,face | Hx-cong malform-heart | Hx-congenital malfor NEC | Hx-cont/exps haz bdy fld | Hx-contact/exposure lead | Hx-contct/expos asbestos | Hx-drug allergy NEC | Hx-endocrine malign NEC | Hx-esophageal malignancy | Hx-female genit malg NEC | Hx-health hazards NEC | Hx-hodgkin's disease | Hx-intrathoracic mal NEC | Hx-laryngeal malignancy | Hx-latex allergy | Hx-lymphatic malign NEC | Hx-lymphosarcoma | Hx-major cardiovasc surg | Hx-male genit malig NEC | Hx-malig skin melanoma | Hx-malign nerve syst NEC | Hx-mental disorder NEC | Hx-milk prod allergy | Hx-narcotic allergy | Hx-nose/ear/sinus malig | Hx-oral/pharynx malg NEC | Hx-other food allergy | Hx-peanut allergy | Hx-penicillin allergy | Hx-prostatic malignancy | Hx-radiogrphc dye allrgy | Hx-rectal & anal malign | Hx-resp org malignan NOS | Hx-seafood allergy | Hx-skin malignancy NEC | Hx-sulfonamides allergy | Hx-testicular malignancy | Hx-thrombophlebitis | Hx-tracheal malignancy | Hx-urinary malignan NEC | Hx-urinary malignan NOS | Hx-uterus malignancy NEC | Hx-ven thrombosis/embols | Hy ht/kd NOS I-IV w/o hf | Hy ht/kd NOS st V w/o hf | Hy kid NOS w cr kid I-IV | Hydrocele NEC | Hydrocele NOS | Hydronephrosis | Hydrops fetalis no isoim | Hydrops of gallbladder | Hydroureter | Hyp hrt dis NOS w/o hf | Hyp ht dis NOS w ht fail | Hyp ht/kd NOS I-IV w hf | Hyp ht/kd NOS st V w hf | Hyp kid NOS w cr kid V | Hyperacusis | Hyperaldosteronism NOS | Hypercalcemia | Hyperem w metab-antepart | Hyperlipidemia NEC/NOS | Hypernasality | Hyperosmolality | Hyperostosis of skull | Hyperparathyroidism NEC | Hyperparathyroidism NOS | Hyperpigmentation lid | Hyperpotassemia | Hypersensit angiitis NEC | Hypersensit angiitis NOS | Hypersom w slp apnea NOS | Hypersomnia NOS | Hypersplenism | Hypertens NOS-antepartum | Hypertens NOS-del w p/p | Hypertens NOS-postpartum | Hypertens encephalopathy | Hypertension NOS | Hypertensive retinopathy | Hypertonicity of bladder | Hypertroph tongue papill | Hypertrophy adenoids | Hypertrophy of breast | Hypertrophy of kidney | Hypertrophy of uterus | Hypertrophy tonsils | Hypertrph nasal turbinat | Hyperventilation | Hyphema | Hypocalcem/hypomagnes NB | Hypocalcemia | Hypochondriasis | Hypogammaglobulinem NOS | Hypoglycemia NOS | Hypoglycemic coma | Hypoparathyroidism | Hypoplas left heart synd | Hypopotassemia | Hyposmolality | Hypospadias | Hypotension NEC | Hypotension NOS | Hypothermia | Hypothrm-wo low env tmp | Hypothyroidism NOS | Hypovolemia | Hypoxemia | Hyprtrophc obst cardiomy | Iatrogen CV infarc/hmrhg | Iatrogen hypothyroid NEC | Iatrogen pulm emb/infarc | Iatrogenc hypotnsion NEC | Iatrogenic pituitary dis | Iatrogenic pneumothorax | Iatrogenic thyroiditis | Ice Skating | Ice and snow | Ice hockey | Ichthyosis congenita | Idio periph neurpthy NEC | Idio periph neurpthy NOS | Idio perph auto neur NEC | Idio pulm hemosiderosis | Idiopath pulmon fibrosis | Idiopath sleep hypovent | Idiopathic myocarditis | Idiopathic osteoporosis | Idiopathic scoliosis | Ileostomy status | Iliac artery aneurysm | Iliac artery embolism | Iliac thrombophlebitis | Ill-define condition NEC | Ill-defined eye dis NEC | Ill-defined hrt dis NEC | Immune mechanism dis NEC | Immune mechanism dis NOS | Immune thrombocyt purpra | Immunity deficiency NOS | Immunotherapy encounter | Impacted cerumen | Impaction intestine NEC | Impaction intestine NOS | Impair ren funct dis NEC | Impaired fasting glucose | Impaired oral glucse tol | Impetigo | Impotence, organic orign | Impulse control dis NEC | Impulse control dis NOS | Impulsiveness | Inadequate housing | Incisional hernia | Inclusion body myositis | Incmplet bldder emptying | Incompetnt cervix aff NB | Incomptnce rectovag tiss | Incontnce wo sensr aware | Individ sports,athletics | Inf ac dis encephalomyel | Inf arthrit NOS-oth site | Inf arthrit NOS-pelvis | Inf arthritis NEC-unspec | Inf arthritis NOS-shlder | Inf mcr rst ot drg nt ml | Inf mcr rst qn flr nt ml | Inf mcrg rstn b-lactam | Inf mcrg rstn oth ag mlt | Inf mcrg rstn oth drg ml | Inf mcrg rstn pncllins | Infant diabet mother syn | Infantile hemiplegia | Infc mcrg drgrst mult | Infc mcrg drgrst nt mult | Infec otitis externa NOS | Infect NOS-antepartum | Infect dis NEC-antepart | Infect dis NEC-del w p/p | Infect dis NEC-delivered | Infect dis NEC-postpart | Infect fol infus/inj/vac | Infect/parasite dis NOS | Infected hydrocele | Infected postop seroma | Infection amputat stump | Infection of kidney NOS | Infectious diarrhea NOS | Infectious enteritis NOS | Infectious mononucleosis | Infective myositis | Infer disloc humerus-cl | Infestation NEC | Inflam dis, penis NEC | Inflam disease of breast | Inflam spondylopathy NOS | Inflam/tox neuropthy NEC | Inflamm polyarthrop NEC | Inflamm polyarthrop NOS | Inflammation eyelid NOS | Inflammation of jaw | Inflm cerv,vag,vulva NEC | Influenza with pneumonia | Infundib pulmon stenosis | Ingrowing nail | Iniencephaly | Inj NEC caused by animal | Inj abdominal vessel NEC | Inj abdominal vessel NOS | Inj anter tibial artery | Inj brnch sup mesent art | Inj celiac/mesen art NOS | Inj cerv sympath nerve | Inj common carotid arter | Inj common femoral arter | Inj cutan senso nerv/arm | Inj deep plantar vessel | Inj extern jugular vein | Inj external carotid art | Inj external genital NEC | Inj head/neck vessel NEC | Inj head/neck vessel NOS | Inj hypogastric artery | Inj infer vena cava NOS | Inj innomin/subclav art | Inj innomin/subclav vein | Inj int mammary art/vein | Inj intercostal art/vein | Inj internal carotid art | Inj internl jugular vein | Inj mesenteric vess NEC | Inj mlt head/neck vessel | Inj mult abd/pelv vessel | Inj mult nerve shldr/arm | Inj nerve pelv/leg NOS | Inj nerve root/plex NOS | Inj nerve shldr/arm NEC | Inj nerve shldr/arm NOS | Inj optic nerv/path NOS | Inj pelv org NEC-postpar | Inj post tibial artery | Inj posterior tib nerve | Inj pulmonary vessel NOS | Inj super mesenteric art | Inj superf nerv head/nck | Inj superfic femoral art | Inj superior vena cava | Inj thoracic vessel NOS | Injuries to scalp NEC | Injury abdominal aorta | Injury abducens nerve | Injury arm vessel NOS | Injury arm vessels NEC | Injury axillary artery | Injury brachial vessels | Injury cranial nerve NEC | Injury digital nerve | Injury femoral nerve | Injury femoral vein | Injury finger vessels | Injury gastric artery | Injury hepatic artery | Injury hypoglossal nerve | Injury iliac artery | Injury iliac vein | Injury leg vessel NOS | Injury leg vessels NEC | Injury median nerve | Injury mlt site/site NEC | Injury oculomotor nerve | Injury of abdomen NEC | Injury of chest wall NEC | Injury palmar artery | Injury peroneal nerve | Injury popliteal artery | Injury popliteal vein | Injury portal vein | Injury pulmonary artery | Injury pulmonary vein | Injury radial nerve | Injury radial vessels | Injury renal artery | Injury renal vein | Injury saphenous vein | Injury splenic artery | Injury splenic vein | Injury thoracic aorta | Injury tibial vessel NOS | Injury to acoustic nerve | Injury to facial nerve | Injury to mult nerves | Injury to nerve NEC | Injury to nerve NOS | Injury ulnar nerve | Injury ulnar vessels | Injury-NEC | Injury-NOS | Injury-burn, fire | Injury-cut instrument | Injury-extreme cold | Injury-firearm NEC | Injury-firearm/expl NOS | Injury-handgun | Injury-hanging | Injury-jump NEC | Injury-jump fm natur sit | Injury-jump fm residence | Injury-jump fm struc NEC | Injury-motor veh crash | Injury-moving object | Injury-site NOS | Injury-strang/suff NEC | Injury-submersion | Insect bite head | Insect bite hip & leg | Insect bite hip/leg-inf | Insect bite shld/arm-inf | Insect bite trunk | Insomn w sleep apnea NOS | Insomnia NOS | Instantaneous death | Instrmnt fail in surgery | Instrmnt fail-catheteriz | Instrmnt fail-perfus NEC | Instrmnt fail-proced NEC | Insulin pump status | Int hemorrhoid w/o compl | Int hemrrhoid w comp NEC | Int inf clstrdium dfcile | Int inf e coli entrhmrg | Int inf norwalk virus | Int inf oth grm neg bctr | Int infec campylobacter | Int thrombos hemorrhoid | Intellect disability NOS | Intermed coronary synd | Intermit heterotrop NOS | Intermitt explosive dis | Internal inj NOS-closed | Internal injury NOS-open | Internucl ophthalmopleg | Interrupt of aortic arch | Interstitial emphysema | Intertrochanteric fx-cl | Intes infec adenovirus | Intes infec rotavirus | Intest malabsorption NEC | Intest malabsorption NOS | Intest postop nonabsorb | Intestin TB NEC-histo dx | Intestinal abscess | Intestinal adhes w obstr | Intestinal anomaly NEC | Intestinal bypass status | Intestinal disorder NOS | Intestinal disorders NEC | Intestinal endometriosis | Intestinal fistula | Intestinal fixation anom | Intestinal obstruct NEC | Intestinal obstruct NOS | Intestinovesical fistula | Intra-abdom inj NEC-clos | Intra-abdom inj NEC-open | Intra-abdom inj NOS-clos | Intra-abdom inj NOS-open | Intracerebral hemorrhage | Intracranial abscess | Intracranial hemorr NOS | Intramural leiomyoma | Intraspinal abscess | Intrathorac inj NEC-open | Intrathorac inj NOS-open | Intrathoracic inj NEC-cl | Intrauter death-deliver | Intussusception | Invers uterus-postpart | Iodine hypothyroidism | Iridocyclitis NOS | Iris/ciliary dis NOS | Iron defic anemia NEC | Iron defic anemia NOS | Irradiation cystitis | Irreg sleep-wake rhy NOS | Irregular menstruation | Irritable bowel syndrome | Ischemic optic neuropthy | Isolated/spec phobia NEC | Jaundice NOS | Jaw disease NEC | Jaw disease NOS | Jaw pain | Joint dis NEC-l/leg | Joint dis NEC-pelvis | Joint dis NOS-l/leg | Joint dis NOS-unspec jt | Joint effusion-ankle | Joint effusion-forearm | Joint effusion-hand | Joint effusion-l/leg | Joint effusion-mult jts | Joint effusion-pelvis | Joint effusion-shlder | Joint effusion-up/arm | Joint pain-ankle | Joint pain-forearm | Joint pain-hand | Joint pain-l/leg | Joint pain-mult jts | Joint pain-pelvis | Joint pain-shlder | Joint pain-unspec | Joint pain-up/arm | Joint replaced hip | Joint replaced knee | Joint replaced shoulder | Joint replaced wrist | Joint symptom NEC-l/leg | Joint symptom NEC-pelvis | Jt contracture-ankle | Jt contracture-forearm | Jt contracture-hand | Jt contracture-jt NEC | Jt contracture-l/leg | Jt contracture-mult jts | Jt contracture-pelvis | Jt contracture-unspec | Jt contracture-up/arm | Jt derangement NEC-ankle | Jt derangement NEC-hand | Jt derangement NOS-ankle | Jt derangment NEC-oth jt | Jt derangment NOS-pelvis | Jt derangment NOS-shlder | Jt stiffness NEC-hand | Jt stiffness NEC-oth jt | Jt stiffness NEC-unspec | Juv osteochondros pelvis | Juv osteochondros spine | Juv osteochondrosis arm | Juv osteochondrosis foot | Juv osteochondrosis leg | Juv rheum arthritis NOS | K. pneumoniae pneumonia | Kaposi's sarcoma NOS | Keloid scar | Keratitis NEC | Keratitis NOS | Keratoderma, acquired | Kidney anomaly NEC | Kidney disruption-closed | Kidney disruption-open | Kidney hematoma-closed | Kidney hematoma-open | Kidney injury NOS-closed | Kidney injury NOS-open | Kidney laceration-closed | Kidney laceration-open | Kidney transplant status | Klebsiella pneumoniae | Klinefelter's syndrome | Klippel-feil syndrome | Knife/sword/dagger acc | Kugelberg-welander dis | Kwashiorkor | Kyphosis NEC | Kyphosis NOS | Kyphosis in oth dis | Labyrinthitis NOS | Lac eyelid inv lacrm pas | Lac eyelid skn/perioculr | Lacer of cervix-postpart | Lacerat of cervix-deliv | Lack norm physio dev NOS | Lack of adequate sleep | Lack of coordination | Lack of housing | Lacrimal syst dis NOS | Lagophthalmos NOS | Lap surg convert to open | Large cell lymph multip | Large cell lymph xtrndl | Large cell lymphoma head | Laryngeal cellulitis | Laryngeal spasm | Laryngeal web | Laryngotrach anomaly NEC | Lat popliteal nerve les | Late ef CV dis dysphagia | Late ef CV dis-cognf def | Late ef-hemiplga non-dom | Late ef-hemplga dom side | Late ef-hemplga side NOS | Late ef-mplga up lmb NOS | Late ef-mplga up lmb dom | Late ef-spch/lang df NEC | Late ef-spch/lng def NOS | Late eff CV dis-aphasia | Late eff CV dis-apraxia | Late eff CV dis-dysphsia | Late eff CV-dysarthria | Late eff CV-fluency dis | Late eff acc poisoning | Late eff accident NEC | Late eff accident NOS | Late eff accidental fall | Late eff bone & joint TB | Late eff burn extrem NEC | Late eff cert ext cause | Late eff cns abscess | Late eff complic trauma | Late eff drug poisoning | Late eff environment acc | Late eff exter cause NEC | Late eff femoral neck fx | Late eff fire acc | Late eff head/neck burn | Late eff infect dis NEC | Late eff inj periph vess | Late eff inj-undet circ | Late eff int inj abdomen | Late eff int injur chest | Late eff int injury NEC | Late eff motor vehic acc | Late eff of self-injury | Late eff open wnd extrem | Late eff spinal cord inj | Late eff spine/trunk fx | Late eff surg/med compl | Late eff transport acc | Late eff traumat amputat | Late eff viral encephal | Late eff-legal intervent | Late effct cmplcatn preg | Late effec skull/face fx | Late effect CV dis NEC | Late effect CV dis NOS | Late effect acute polio | Late effect arm fx | Late effect assault | Late effect dislocation | Late effect fracture NEC | Late effect injury NOS | Late effect leg fx | Late effect of burns NEC | Late effect of contusion | Late effect of crushing | Late effect of radiation | Late effect tb, resp/NOS | Late effect, terrorism | Late metab acidosis NB | Late syphilis NOS | Late syphilis latent | Latent nystagmus | Latent syphilis NOS | Lateral epicondylitis | Laxity of ligament | Lcl inf dt cen ven cth | Left bb block NEC | Left bb hemiblock | Left heart failure | Leg ab w compl NEC-comp | Leg ab w pelv damag-comp | Leg abor w pelv inf-comp | Leg varicosity w inflam | Leg varicosity w ulcer | Legal abor w hemorr-comp | Legal abort uncompl-comp | Legal abort uncompl-unsp | Legal abort w hemorr-inc | Legal abort w shock-comp | Legal blindness-usa def | Legal circumstances | Legal intervent-firearm | Legal intervention NEC | Legal intervention NOS | Legionnaires' disease | Leishmaniasis NOS | Lens prosthesis malfunc | Lens replacement NEC | Leprosy NOS | Letterer-siwe dis thorax | Leuk NOS w/o achv rmsn | Leukemia NOS w remission | Leukemoid reaction | Leukocytopenia NOS | Leukocytosis NOS | Leukodystrophy | Leukoplakia oral mucosa | Lftsded ulcertve colitis | Lichen NOS | Lichen planus | Lichenification | Lifting machine accident | Light-for-dates <500g | Lipidoses | Lipodystrophy | Lipoid metabol dis NEC | Lipoid metabol dis NOS | Lipoma NEC | Lipoma NOS | Lipoma intra-abdominal | Lipoma intrathoracic | Lipoma skin NEC | Lipoma skin face | Lipoma spermatic cord | Lipoprotein deficiencies | Listeriosis | Liver disorder NOS | Liver disorders NEC | Liver donor | Liver hematom/contus-opn | Liver hematoma/contusion | Liver injury NEC-closed | Liver injury NEC-open | Liver injury NOS-closed | Liver lacerat unspcf cls | Liver lacerat unspcf opn | Liver lacerat, major-opn | Liver lacerat, minor-opn | Liver lacerat, mod-open | Liver laceration, major | Liver laceration, minor | Liver laceration, mod | Liver transplant status | Liver/bil trct disr-ante | Liver/bil trct disr-del | Lk rtctl unsp xtrndl org | Lng use antiplte/thrmbtc | Loc osteoart NOS-forearm | Loc osteoarth NOS-ankle | Loc osteoarth NOS-hand | Loc osteoarth NOS-l/leg | Loc osteoarth NOS-pelvis | Loc osteoarth NOS-shlder | Loc osteoarth NOS-unspec | Loc prim osteoart-l/leg | Loc prim osteoart-pelvis | Local skin infection NEC | Local skin infection NOS | Local suprficial swellng | Localized adiposity | Locked-in state | Long QT syndrome | Long-term anti-inflamtry | Long-term use antibiotic | Long-term use anticoagul | Long-term use meds NEC | Long-term use of aspirin | Long-term use of insulin | Long-term use steroids | Longitud defic arm NEC | Longitud defic phalanges | Longitud defic radius | Longitudin defic fibula | Loose body in knee | Loose body-pelvis | Lordosis NEC | Loss control mv acc-driv | Loss control mv acc-psgr | Loss control mv-mcyc psg | Loss control mv-mocycl | Loss control mv-pers NOS | Loss of teeth d/t trauma | Loss teeth d/t peri dis | Low blood press reading | Low grde myelody syn les | Low tension glaucoma | Low vision, one eye | Lower extremity aneurysm | Lower extremity embolism | Lower leg injury NOS | Lower limb anomaly NEC | Lower limb anomaly NOS | Lower urin calcul NOS | Lt ef oth paral side NOS | Lt ef oth parals non-dom | Lt ef oth parals-bilat | Lt eff intracranial inj | Lt eff nerv inj pelv/leg | Lt eff nerv inj shld/arm | Lt eff opn wnd head/trnk | Lt-date w/mal 1500-1749g | Lt-date w/mal 2000-2499g | Lt-for-dates 1000-1249g | Lt-for-dates 1250-1499g | Lt-for-dates 1500-1749g | Lt-for-dates 1750-1999g | Lt-for-dates 2000-2499g | Lt-for-dates 2500+g | Lt-for-dates 500-749g | Lt-for-dates 750-999g | Lte ef-mplga low lmb NOS | Lte efct advrs efct drug | Lumb disc dis w myelopat | Lumb/lumbosac disc degen | Lumbago | Lumbar disc displacement | Lumbar puncture reaction | Lumbosacr spondylolysis | Lumbosacral neuritis NOS | Lumbosacral plex injury | Lumbosacral spondylosis | Lump or mass in breast | Lung - kaposi's sarcoma | Lung anomaly NEC | Lung anomaly NOS | Lung contusion-closed | Lung contusion-open | Lung injury NOS-closed | Lung injury NOS-open | Lung involv in oth dis | Lung laceration-closed | Lung laceration-open | Lung transplant status | Lupus erythematosus | Lym nds - kpsi's sarcoma | Lyme disease | Lymph/hematpoitc tis NEC | Lymphadenitis NOS | Lymphangioleiomyomatosis | Lymphangioma, any site | Lymphangitis | Lymphocytic choriomening | Lymphocytopenia | Lymphocytosis-symptomatc | Lymphomas NEC abdom | Lymphomas NEC head | Lymphomas NEC inguin | Lymphomas NEC mult | Lymphomas NEC spleen | Lymphomas NEC thorax | Lymphosarcoma head | Lymphosarcoma mult | Lymphsrc unsp xtrndl org | MRSA elsewhere/NOS | MRSA septicemia | Machine accid-agricult | Machine dependence NEC | Machine dependence NOS | Machinery accident NEC | Macrodactylia (fingers) | Macroglobulinemia | Macrostomia | Macular degeneration NOS | Maj puer inf NOS-del p/p | Major osseous defects | Major puerp inf NOS-p/p | Mal carcinoid bronc/lung | Mal carcnoid foregut NOS | Mal crcnd prim site unkn | Mal hy ht/kd I-IV w/o hf | Mal hy kid w cr kid I-IV | Mal hyp ht dis w/o hf | Mal hyp ht/kd I-IV w hf | Mal hyp ht/kd stg V w hf | Mal hyp kid w cr kid V | Mal hypert hrt dis w hf | Mal melanom face NEC/NOS | Mal melanoma scalp/neck | Mal neo GI tract ill-def | Mal neo access sinus NEC | Mal neo access sinus NOS | Mal neo adnexa NEC | Mal neo ampulla of vater | Mal neo ant 2/3 tongue | Mal neo ant epiglottis | Mal neo ant floor mouth | Mal neo ant mediastinum | Mal neo bladder neck | Mal neo bladder-anterior | Mal neo bladder-dome | Mal neo bladder-lateral | Mal neo bladder-post | Mal neo bladder-trigone | Mal neo brain stem | Mal neo breast low-inner | Mal neo breast low-outer | Mal neo breast up-outer | Mal neo bronch/lung NEC | Mal neo bronch/lung NOS | Mal neo carotid body | Mal neo cartilage larynx | Mal neo cereb ventricle | Mal neo cerebellum NOS | Mal neo cerebral mening | Mal neo cervical esophag | Mal neo cervix uteri NOS | Mal neo cheek mucosa | Mal neo cranial nerves | Mal neo descend colon | Mal neo esophagus NEC | Mal neo esophagus NOS | Mal neo ethmoidal sinus | Mal neo extrahepat ducts | Mal neo fallopian tube | Mal neo female genit NEC | Mal neo gi/intra-abd NEC | Mal neo head/face/neck | Mal neo hepatic flexure | Mal neo hypopharynx NEC | Mal neo hypopharynx NOS | Mal neo intrahepat ducts | Mal neo islet langerhans | Mal neo lip/vermil NOS | Mal neo liver, primary | Mal neo long bones leg | Mal neo lower 3rd esoph | Mal neo lower lobe lung | Mal neo lower vermilion | Mal neo lymph intra-abd | Mal neo lymph node NOS | Mal neo lymph node-mult | Mal neo lymph-axilla/arm | Mal neo lymph-head/neck | Mal neo lymph-inguin/leg | Mal neo lymph-intrapelv | Mal neo lymph-intrathor | Mal neo male breast NEC | Mal neo maxillary sinus | Mal neo mediastinum NEC | Mal neo mediastinum NOS | Mal neo middle 3rd esoph | Mal neo middle lobe lung | Mal neo mouth floor NEC | Mal neo mouth floor NOS | Mal neo nasopharynx NEC | Mal neo nasopharynx NOS | Mal neo occipital lobe | Mal neo oral/pharynx NEC | Mal neo oropharynx NEC | Mal neo pancreas body | Mal neo pancreas head | Mal neo pancreas tail | Mal neo pancreatic duct | Mal neo parietal lobe | Mal neo parietal pleura | Mal neo peritoneum NEC | Mal neo peritoneum NOS | Mal neo pharynx NOS | Mal neo post mediastinum | Mal neo post nasopharynx | Mal neo post oropharynx | Mal neo pyloric antrum | Mal neo pyriform sinus | Mal neo rectosigmoid jct | Mal neo rectum/anus NEC | Mal neo retroperitoneum | Mal neo ribs/stern/clav | Mal neo salivary NOS | Mal neo sigmoid colon | Mal neo skull/face bone | Mal neo small bowel NEC | Mal neo small bowel NOS | Mal neo soft tis abdomen | Mal neo soft tis pelvis | Mal neo soft tis thorax | Mal neo soft tissue NEC | Mal neo soft tissue arm | Mal neo soft tissue head | Mal neo soft tissue leg | Mal neo spinal cord | Mal neo splenic flexure | Mal neo stom great curv | Mal neo stom lesser curv | Mal neo stomach body | Mal neo stomach cardia | Mal neo stomach fundus | Mal neo temporal lobe | Mal neo thoracic esophag | Mal neo tongue base | Mal neo tonsillar fossa | Mal neo transverse colon | Mal neo upper 3rd esoph | Mal neo upper lobe lung | Mal neo upper vermilion | Mal neo urinary NEC | Mal neopl trunk NOS | Mal renovasc hypertens | Malaise and fatigue NEC | Malaria NEC | Malaria NOS | Malaria complicated NEC | Malayan filariasis | Male gen inflam dis NEC | Male gen vascul dis NEC | Male genital dis NEC | Male genital dis NOS | Malfun neuro device/graf | Malfunc card dev/grf NEC | Malfunc cardiac pacemake | Malfunc coron bypass grf | Malfunc gu dev/graft NEC | Malfunc oth device/graft | Malfunc prosth hrt valve | Malfunc urethral cath | Malfunc vasc device/graf | Malig carcinoid ileum | Malig carcinoid oth site | Malig carcinoid rectum | Malig melanoma arm | Malig melanoma leg | Malig melanoma lip | Malig melanoma skin NEC | Malig melanoma skin NOS | Malig melanoma trunk | Malig neo abdomen | Malig neo ascend colon | Malig neo biliary NEC | Malig neo biliary NOS | Malig neo bladder NEC | Malig neo bladder NOS | Malig neo brain NEC | Malig neo brain NOS | Malig neo cervix NEC | Malig neo corpus uteri | Malig neo disseminated | Malig neo endocervix | Malig neo frontal lobe | Malig neo gallbladder | Malig neo gum NOS | Malig neo hard palate | Malig neo lower gum | Malig neo main bronchus | Malig neo oropharynx NOS | Malig neo pancreas NEC | Malig neo pancreas NOS | Malig neo parathyroid | Malig neo parotid | Malig neo penis NOS | Malig neo pituitary | Malig neo renal pelvis | Malig neo site NEC | Malig neo soft palate | Malig neo subglottis | Malig neo supraglottis | Malig neo testis NEC | Malig neo tongue NEC | Malig neo tongue NOS | Malig neo upper gum | Malig neo vertebrae | Malig neopl anal canal | Malig neopl kidney | Malig neopl pleura NEC | Malig neopl pleura NOS | Malig neopl stomach NEC | Malig neopl stomach NOS | Malig neopl uterus NOS | Malig neoplasm mouth NEC | Malig neuroendo ca NOS | Malign neopl adrenal | Malign neopl breast NEC | Malign neopl breast NOS | Malign neopl cerebrum | Malign neopl choroid | Malign neopl ovary | Malign neopl pelvis | Malign neopl prostate | Malign neopl retina | Malign neopl thorax | Malign neopl thyroid | Malign neopl ureter | Malign neopl urethra | Malign neopl vagina | Malign neopl vallecula | Malign neopl vulva NOS | Malignant ascites | Malignant hypertension | Malignant hyperthermia | Malignant neo anus NOS | Malignant neo appendix | Malignant neo colon NEC | Malignant neo colon NOS | Malignant neo glottis | Malignant neo larynx NEC | Malignant neo larynx NOS | Malignant neo liver NOS | Malignant neo palate NOS | Malignant neo pylorus | Malignant neo trachea | Malignant neopl duodenum | Malignant neopl heart | Malignant neopl jejunum | Malignant neopl rectum | Malignant neopl thymus | Malignant neopl tonsil | Malignant neoplasm NOS | Malignant neoplasm cecum | Malignant neoplasm ileum | Malignant otitis externa | Malignant pleural effusn | Mallory-weiss syndrome | Malnutrition mild degree | Malnutrition mod degree | Malocclusion NOS | Malpos/dispro NEC aff NB | Malposition of heart | Malunion of fracture | Mammographic microcalcif | Mandible fx NOS-closed | Mandible fx NOS-open | Mantle cell lym xtrrndl | Mantle cell lymph multip | Mantle cell lymph spleen | Mantle cell lymph thorax | Marfan syndrome | Margin zone lym abdom | Margin zone lymph spleen | Margnl zone lym xtrndl | Mastodynia | Mastoiditis NOS | Mat anesth/analg aff NB | Mat anticonv aff NB/fet | Mat cocaine aff NB/fet | Matern compl NEC aff NB | Matern hyperten aff NB | Matern hypoten syn-deliv | Matern narc aff NB/fetus | Matern urine dis aff NB | Maternal DES af NB/fetus | Maternal cond NEC aff NB | Maternal infec aff NB | Mch cmp autm mplnt dfbrl | Mech com orth dev NEC | Mech com pros jt implant | Mech comp esophagostomy | Mech comp respirator | Mech loosening pros jt | Meckel's diverticulum | Meconium asp w resp symp | Meconium dur del aff NB | Meconium obstruction | Meconium staining | Med exam NEC-admin purp | Median nerve lesion NEC | Mediastinitis | Mediastinum disease NEC | Medical misadventure NEC | Medical misadventure NOS | Medullary sponge kidney | Megacolon NEC | Megaloblastic anemia NEC | Membranoprolif nephr NOS | Membranoprolif nephrosis | Membranous nephritis NOS | Memory loss | Meniere's disease NOS | Mening in oth bact dis | Mening in oth viral dis | Meningismus | Meningitis NOS | Meningitis oth spcf bact | Meningococc pericarditis | Meningococcal meningitis | Meningococcemia | Menopausal disorder NEC | Menopausal disorder NOS | Menstrual disorder NEC | Menstrual disorder NOS | Mental dis-deliv w p/p | Mental disor NEC oth dis | Mental disor NOS oth dis | Mental disorder-antepart | Mental disorder-deliver | Mental disorder-postpart | Meralgia paresthetica | Merkel cell ca-oth sites | Metabolic cardiomyopathy | Metabolic encephalopathy | Metabolism disorder NEC | Metabolism disorder NOS | Metalworking machine acc | Metatarsus varus | Meth res pneu d/t Staph | Meth resis Staph carrier | Meth sus pneum d/t Staph | Meth susc Staph aur sept | Meth susc Staph carrier | Methemoglobinemia | Metrorrhagia | Mgkrycyt leuk in relapse | Mgrn NOS w ntrc w st mgr | Mgrn unsp w ntrc mgr std | Mgrn w aura wo ntrc mgrn | Microcephalus | Microgenia | Microglossia | Microscopic hematuria | Microtia | Migrne unsp wo ntrc mgrn | Mild cognitive impairemt | Mild dysplasia of cervix | Mild hyperemesis-antepar | Mild intellect disabilty | Mild nonprolf db retnoph | Mild/NOS preeclamp-antep | Mild/NOS preeclamp-deliv | Mild/NOS preeclamp-p/p | Mild/mod birth asphyxia | Miliary TB NEC-unspec | Miliary TB NOS-cult dx | Miliary TB NOS-histo dx | Miliary TB NOS-oth test | Miliary TB NOS-unspec | Mineral deficiency NEC | Mineralcorticoid defcnt | Miosis not d/t miotics | Missed abortion | Mitr/aortic mult involv | Mitral insuf/aort stenos | Mitral stenos/aort insuf | Mitral stenosis | Mitral stenosis w insuff | Mitral valve dis NEC/NOS | Mitral valve disorder | Mitral/aortic stenosis | Mitral/aortic v dis NOS | Mitral/aortic val insuff | Mixed acid-base bal dis | Mixed hearing loss,bilat | Mixed hearing loss,unilt | Mixed hyperlipidemia | Mixed incontinence | Mlg mast unsp xtrndl org | Mlt opn wnd shldr w tend | Mningts gram-neg bct NEC | Mnplg upr lmb nondmnt sd | Mod intellect disability | Mod nonprolf db retinoph | Molluscum contagiosum | Monoarthritis NOS-l/leg | Monoclon paraproteinemia | Monocytosis-symptomatic | Mononeuritis NOS | Mononeuritis arm NEC | Mononeuritis arm NOS | Mononeuritis leg NOS | Mononeuritis multiplex | Monoplegia NOS | Monplga lwr lmb dmnt sde | Monplga lwr lmb unsp sde | Monplga upr lmb dmnt sde | Monplga upr lmb unsp sde | Monteggia's fx-closed | Monteggia's fx-open | Mood disorder other dis | Morbid obesity | Mouth anomaly NEC | Moyamoya disease | Mth sus Stph aur els/NOS | Mucopur conjunctivit NEC | Mucosits d/t antineo rx | Mult congen anomal NEC | Mult cranial nerve palsy | Mult crushing injury arm | Mult endo neoplas type I | Mult fx mandible-closed | Mult fx mandible-open | Mult fx metacarpus-close | Mult fx metacarpus-open | Mult gest malpres-deliv | Mult mye w/o achv rmson | Mult myelm w remission | Mult myeloma in relapse | Mult opn wnd should-comp | Mult pregnancy aff NB | Multiple contusion arm | Multiple contusion trunk | Multiple contusions NEC | Multiple fx hand-closed | Multiple fx hand-open | Multiple sclerosis | Multisystem toxoplasmos | Musc disuse atrophy NEC | Muscle disorders NEC | Muscle weakness-general | Muscle/ligament dis NEC | Muscle/ligament dis NOS | Muscskel sympt limb NEC | Musculoskel anom NEC/NOS | Mv acc board/alight-driv | Mv acc board/alight-psgr | Mv board/alight-pers NEC | Mv coll NOS-mcycl psngr | Mv coll NOS-ped cycl | Mv coll w obj-ped cycl | Mv coll w oth obj-driver | Mv coll w oth obj-mocycl | Mv coll w oth obj-pasngr | Mv coll w ped-anim rid | Mv coll w ped-ped cycl | Mv coll w pedest-driver | Mv coll w pedest-motcycl | Mv coll w pedest-pasngr | Mv coll w pedest-pedest | Mv collis NOS-motorcycl | Mv collis NOS-pers NOS | Mv collision NOS-driver | Mv collision NOS-pasngr | Mv collision NOS-pedest | Mv n-traf acc NEC-mocycl | Mv n-traff NEC-pedest | Mv n-traff NEC-pers NEC | Mv n-traff NEC/NOS-psgr | Mv n-traff acc NEC-driv | Mv traff acc NEC-driver | Mv traff acc NEC-mocycl | Mv traff acc NEC-pasngr | Mv traff acc NEC-pedest | Mv traff acc-pers NEC | Mv traff acc-pers NOS | Mv-oth veh coll-driver | Mv-oth veh coll-mcyc psg | Mv-oth veh coll-motcycl | Mv-oth veh coll-pasngr | Mv-oth veh coll-ped cycl | Mv-oth veh coll-pers NEC | Myalgia and myositis NOS | Myasthenia in oth dis | Myasthna gravs w ac exac | Mycobacterial dis NEC | Mycobacterial dis NOS | Mycoses NEC & NOS | Mycosis fungoides abdom | Mycosis fungoides head | Mycosis fungoides mult | Mycosis fungoides thorax | Mycotic corneal ulcer | Mycotic mycetomas | Mycs fng unsp xtrndl org | Mydriasis not d/t mydrtc | Myelitis cause NEC | Myelodysplastic synd NOS | Myelodyspls syn w 5q del | Myelofi w myelo metaplas | Myelofibrosis | Myelopathy NEC | Myelopathy in oth dis | Myelophthisis | Myl sarcoma wo achv rmsn | Myocardial degeneration | Myocarditis NOS | Myoclonus | Myogenic ptosis | Myoglobinuria | Myoneural disorders NEC | Myoneural disorders NOS | Myopathies NEC | Myopathy NOS | Myopathy in endocrin dis | Myopia | Myotonia congenita | Myotonic musclr dystrphy | Mysthna grvs w/o ac exac | N-traf board/alight-driv | N-traf board/alight-psgr | N-traf brd/alight-mocycl | N-traf brd/alit-pers NEC | N-traf brd/alit-pers NOS | NB GI hemorrhage | NB acidosis NEC | NB asp w resp symp NEC | NB atelectasis NEC/NOS | NB cardiac arrest | NB cereb irrit NEC/NOS | NB cold injury syndrome | NB cutaneous hemorrhage | NB drug withdrawal syndr | NB fetal blood loss NEC | NB hemolyt dis-abo isoim | NB hemolyt dis-isoim NEC | NB hemolyt dis:rh isoimm | NB hemorrhagic disease | NB hypothermia NEC | NB hypoxia | NB integument cond NEC | NB integument cond NOS | NB interstit emphysema | NB intraven hem NOS | NB intraven hem,grade i | NB intraven hem,grade ii | NB intraven hem,grade iv | NB intravn hem,grade iii | NB obs genetc/metabl cnd | NB obsrv oth suspct cond | NB obsrv suspct infect | NB obsrv suspct neurlgcl | NB pulmonary hemorrhage | NB respiratory arrest | NB respiratory cond NOS | NB septicemia [sepsis] | NB subarachnoid hemorr | NB temp regulat dis NEC | NB transitory tachypnea | NB urinary tract infectn | Nail anomalies NEC | Narcissistic personality | Narclpsy w/o cat oth dis | Narcolepsy w cataplexy | Narcolepsy w/o cataplexy | Nasal & sinus dis NEC | Nasal bone fx-closed | Nasal bone fx-open | Nasal mucositis (ulcer) | Nasal polyp NOS | Nasal sinus polyp NEC | Nausea alone | Nausea with vomiting | Nd other specf vacnation | Nd vac hmophlus inflnz b | Nd vac strp pnumn/inflnz | Nd vac strptcs pneumni b | Ndlr lym unsp xtrndl org | Ndr sclr unsp xtrndl org | Necrosis of artery | Necrotizing fasciitis | Need prphyl vc vrl hepat | Neonat diabetes mellitus | Neonat endo/met dis NEC | Neonat jaund in oth dis | Neonat jaund preterm del | Neonatal bradycardia | Neonatal candida infect | Neonatal conjunctivitis | Neonatal dehydration | Neonatal hemorrhage NEC | Neonatal hypoglycemia | Neonatal nasolacrml obst | Neonatal neutropenia | Neonatal tachycardia | Neonatal thrombocytopen | Neonatal thyrotoxicosis | Neoplasm other sites NOS | Neoplasm related pain | Nephritis NEC | Nephritis NOS | Nephritis NOS in oth dis | Nephrogen diabetes insip | Nephrotic syn in oth dis | Nephrotic syn, prolifer | Nephrotic syndrome NEC | Nephrotic syndrome NOS | Nerve/musculskel sym NEC | Nervous syst complc NOS | Nervous system anom NEC | Nervous system anom NOS | Neural hearng loss,bilat | Neuralgia/neuritis NOS | Neurofibromatosis NOS | Neurofibromatosis typ II | Neurofibromatosis type I | Neurogenic bladder | Neurogenic bladder NOS | Neurogenic bowel | Neurohypophysis dis NEC | Neuroleptic malgnt synd | Neurologic neglect syndr | Neuromyelitis optica | Neuropathy due to drugs | Neuropathy in diabetes | Neuropathy in malig dis | Neuropathy in other dis | Neurosyphilis NOS | Neurpthy in col vasc dis | Neurpthy toxic agent NEC | Neutropenia NEC | Neutropenia NOS | Neutropenia d/t infectn | Nevus, non-neoplastic | No family able to care | No med facilities NEC | No proc for reasons NEC | No proc/contraindication | No proc/patient decision | No vaccin-caregiv refuse | No vaccination-pt refuse | Nocturia | Nod prostate w ur obst | Nod prostate w/o ur obst | Nodular lymphoma abdom | Nodular lymphoma head | Nodular lymphoma inguin | Nodular lymphoma mult | Nodular lymphoma pelvic | Non-healing surgcl wound | Nonauto hem anemia NOS | Noncmplnt w renal dialys | Nonexudat macular degen | Noninf gastroenterit NEC | Noninfect dis pinna NEC | Noninfect lymph dis NEC | Noninfect vag leukorrhea | Noninfl dis ova/adnx NEC | Noninfl dis ova/adnx NOS | Noninflam dis vagina NEC | Noninflam dis vulva NEC | Noninflam dis vulva NOS | Nonorganic sleep dis NEC | Nonprolf db retnoph NOS | Nonpsychot brain syn NOS | Nonpsychotic disord NOS | Nonpyogen thrombos sinus | Nonpyogenic meningitis | Nonrheum tricusp val dis | Nonrupt cerebral aneurym | Nonsp abn fd-bilry tract | Nonsp abn fd-skull/head | Nonsp abn find-body NEC | Nonsp abn find-gi tract | Nonsp abn find-gu organs | Nonsp abn find-ms system | Nonsp abn fnd-abdom area | Nonsp abn intrathor NEC | Nonsp positive cult NEC | Nonsp rea gma interferon | Nonsp rea skn test wo tb | Nonspecif skin erupt NEC | Nonsupp otitis media NOS | Nonteratogenic anom NEC | Nontox multinodul goiter | Nontox nodul goiter NOS | Nontox uninodular goiter | Nontraum comp syn-low ex | Nontraum comp syn-up ext | Nontraum extradural hem | Nontraum muscle rupture | Nontrauma comp syn-abd | Nontrauma hema soft tiss | Nonunion of fracture | Nonvenom arthropod bite | Norml pressure hydroceph | Nose anomaly NEC | Nox sub NEC aff NB/fetus | Nox sub NOS aff NB/fetus | Nutrition deficiency NEC | Nutrition deficiency NOS | Nutrition optc neuropthy | Nutritional anemia NEC | Nutritional marasmus | Nystagmus NEC | Nystagmus NOS | Ob inj pelv org NEC-del | Ob pyemic embol-antepart | Ob surg comp NEC-postpar | Ob surg compl-del w p/p | Ob trauma NEC-del w p/p | Obesity NOS | Obesity hypovent synd | Obesity-antepartum | Obesity-postpartum | Obj w-w/o sub fall NEC | Objective tinnitus | Obs chr bronc w ac bronc | Obs chr bronc w(ac) exac | Obs dfct ren plv&urt NOS | Observ-accident NEC | Observ-inflicted inj NEC | Obsessive-compulsive dis | Obsrv NB suspc resp cond | Obst chr bronc w/o exac | Obst def ren plv&urt NEC | Obstetric shock-deliver | Obstetric shock-postpart | Obstr incisional hernia | Obstr ventral hernia NEC | Obstr ventral hernia NOS | Obstruc/fet malpos-deliv | Obstruct heart anom NEC | Obstruction gallbladder | Obstruction of bile duct | Obstructiv hydrocephalus | Obstructive sleep apnea | Ocl art NOS w infrct | Ocl bslr art w infrct | Ocl bslr art wo infrct | Ocl crtd art w infrct | Ocl crtd art wo infrct | Ocl mlt bi art w infrct | Ocl mlt bi art wo infrct | Ocl spcf art w infrct | Ocl spcf art wo infrct | Ocl vrtb art w infrct | Ocl vrtb art wo infrct | Ocular lac w/o prolapse | Ocular lacera w prolapse | Oil/essence pneumonitis | Old FB in soft tissue | Old detachment, partial | Old detachment, total | Old disrupt post cruciat | Old hyperten NEC-postpar | Old myocardial infarct | Olecranon bursitis | Oligohydramnios aff NB | Oligohydramnios-deliver | Oliguria & anuria | Omphalitis of newborn | Onychia of finger | Onychia of toe | Op skl base fx-deep coma | Op skl base fx-prol coma | Op skl base fx/cereb lac | Op skl base fx/menin hem | Op subarach hem-brf coma | Op subarach hem-coma NOS | Op subarach hem-deep com | Open skull base fracture | Open skull fracture NEC | Open subdur hem w/o coma | Open wnd face NEC-compl | Open wnd face NOS-compl | Open wnd finger w tendon | Open wnd forearm w tendn | Open wnd forehead-compl | Open wnd head NEC-compl | Open wnd hip/thigh-compl | Open wnd knee/leg-compl | Open wnd knee/leg/ankle | Open wnd nas sinus-compl | Open wnd nose NOS-compl | Open wnd trunk NEC-compl | Open wnd up arm w tendon | Open wnd upper arm-compl | Open wound arm mult/NOS | Open wound axilla-compl | Open wound back-compl | Open wound breast-compl | Open wound buccal mucosa | Open wound cheek-compl | Open wound chest-compl | Open wound elbow-complic | Open wound finger-compl | Open wound foot w tendon | Open wound foot-compl | Open wound forearm-compl | Open wound hand w tendon | Open wound jaw-complicat | Open wound larynx-compl | Open wound lip-complicat | Open wound nasal cavity | Open wound nasal septum | Open wound nasal sinus | Open wound of auricle | Open wound of axilla | Open wound of back | Open wound of breast | Open wound of buttock | Open wound of cheek | Open wound of chest | Open wound of cochlea | Open wound of ear NEC | Open wound of ear NOS | Open wound of ear drum | Open wound of elbow | Open wound of face NEC | Open wound of face NOS | Open wound of finger | Open wound of foot | Open wound of forearm | Open wound of forehead | Open wound of hand | Open wound of head NEC | Open wound of hip/thigh | Open wound of jaw | Open wound of leg NEC | Open wound of lip | Open wound of mouth NOS | Open wound of neck NEC | Open wound of nose NOS | Open wound of palate | Open wound of penis | Open wound of pharynx | Open wound of scalp | Open wound of scapula | Open wound of shoulder | Open wound of toe | Open wound of trachea | Open wound of trunk NEC | Open wound of upper arm | Open wound of vagina | Open wound of wrist | Open wound pharynx-compl | Open wound scalp-compl | Open wound site NOS | Open wound thyroid gland | Open wound tongue-compl | Open wound trachea-compl | Open wound vagina-compl | Open wound vulva-compl | Open wound wrist-complic | Open-angle glaucoma NOS | Opioid abuse-continuous | Opioid abuse-episodic | Opioid abuse-in remiss | Opioid abuse-unspec | Opioid dependence-contin | Opioid dependence-episod | Opioid dependence-remiss | Opioid dependence-unspec | Opioid/other dep-contin | Opioid/other dep-episod | Opioid/other dep-remiss | Opioid/other dep-unspec | Opn brain lac-proln coma | Opn brain lacer-coma NOS | Opn cerebe lac-deep coma | Opn cerebel lac-mod coma | Opn cortex lac-deep coma | Opn cortex lacer-no coma | Opn lumbar fx w cord inj | Opn skl base fx w/o coma | Opn skl base fx-brf coma | Opn skl base fx-coma NOS | Opn skl fx NEC-deep coma | Opn skl fx NEC/cereb lac | Opn skl vlt fx-deep coma | Opn skl vlt fx/cereb lac | Opn skl vlt fx/menin hem | Opn skl/oth fx-deep coma | Opn skl/oth fx/menin hem | Opn skul base fx/hem NEC | Opn skul fx NEC-brf coma | Opn skul fx NEC-coma NOS | Opn skul vlt fx w/o coma | Opn skul vlt fx-brf coma | Opn skul vlt fx-coma NOS | Opn skul/oth fx-coma NOS | Opn skul/oth fx-mod coma | Opn skull vault fracture | Opn skull vlt fx/hem NEC | Opn subarach hem-concuss | Opn subarach hem-no coma | Opn subdur hem-brf coma | Opn subdur hem-concuss | Opn wnd ant abdomen-comp | Opn wnd anterior abdomen | Opn wnd buc mucosa-compl | Opn wnd hip/thigh w tend | Opn wnd knee/leg w tendn | Opn wnd lat abdomen-comp | Opn wnd lateral abdomen | Opn wnd ocular adnex NEC | Opn wnd scrot/test-compl | Opn wnd shouldr w tendon | Opn wnd tongue/mouth flr | Opn wound auditory canal | Opn wound elbow w tendon | Opn wound extern ear NOS | Opn wound hand-complicat | Opn wound neck NEC-compl | Opn wound scrotum/testes | Opn wound site NOS-compl | Opn wound wrist w tendon | Opportunistic mycoses | Opposition defiant disor | Opt chiasm w pituit dis | Optic atrophy NOS | Optic nerve disorder NEC | Optic nerve injury | Optic neuritis NEC | Optic neuritis NOS | Oral aphthae | Oral soft tissue dis NEC | Orbital cellulitis | Orbital disorder NOS | Orbital disorders NEC | Orbital edema | Orbital granuloma | Orbital hemorrhage | Orbital myositis | Orbital osteomyelitis | Orchitis with abscess | Orchitis/epididymit NEC | Orchitis/epididymit NOS | Organic hypersomnia NEC | Organic sleep apnea NOS | Organic writers' cramp | Orofacial dyskinesia | Orthopedic aftercare NEC | Orthopedic aftercare NOS | Orthopnea | Orthostatic hypotension | Ossification cerv lig | Osteitis condensans | Osteitis deformans NOS | Osteoarthro NOS-oth site | Osteoarthros NOS-ankle | Osteoarthros NOS-forearm | Osteoarthros NOS-hand | Osteoarthros NOS-l/leg | Osteoarthros NOS-pelvis | Osteoarthros NOS-shlder | Osteoarthros NOS-unspec | Osteoarthros NOS-up/arm | Osteoarthrosis-mult site | Osteogenesis imperfecta | Osteomalacia NOS | Osteomyelit NOS-forearm | Osteomyelit NOS-oth site | Osteomyelitis NOS-ankle | Osteomyelitis NOS-hand | Osteomyelitis NOS-l/leg | Osteomyelitis NOS-mult | Osteomyelitis NOS-pelvis | Osteomyelitis NOS-unspec | Osteomyelitis NOS-up/arm | Osteoporosis NEC | Osteoporosis NOS | Ostium primum defect | Ot art emb/thrm abd aort | Ot comp ot bariatrc proc | Ot encph/mye ot inf else | Ot nonsp ab fnd lung fld | Ot pul insuf fol trm/srg | Ot sp hmiplg nondmnt sde | Ot sp hmiplga domnt side | Ot sp hmiplga unspf side | Otalgia NOS | Oth abnormalt urination | Oth acq limb deformity | Oth adult abuse/neglect | Oth coll mov obj-ped cyc | Oth coll mov obj-pedest | Oth coll mov obj-per NEC | Oth coll stn obj-cyc psg | Oth coll stn obj-per NEC | Oth coll stnd obj-mocycl | Oth coll stndng obj-driv | Oth coll stndng obj-psgr | Oth con d/t chrm anm NEC | Oth cond due to sex chrm | Oth curr cond-antepartum | Oth curr cond-del w p/p | Oth curr cond-delivered | Oth curr cond-postpartum | Oth dermatitis solar rad | Oth digestv system comp | Oth drg indcd pancytopna | Oth enteroviral cns dis | Oth func dsdr bladder | Oth gram negatv bacteria | Oth hyprtrophic cardiomy | Oth imno npl wo ach rmsn | Oth imnprlf neo-relapse | Oth inf vena cava thromb | Oth learning difficulty | Oth leuk w/o achv rmsn | Oth lym leu wo achv rmsn | Oth lymp unsp xtrndl org | Oth mononeur lower limb | Oth mult lb-in hosp w cs | Oth neonatal coag dis | Oth nonauto hem anemia | Oth nspcf finding blood | Oth ob compl-deliv w p/p | Oth ob compl-delivered | Oth ob surg compl-postpa | Oth off-road mv acc-driv | Oth off-road mv acc-psgr | Oth off-road mv-mocycl | Oth off-road mv-ped cycl | Oth off-road mv-pedest | Oth off-road mv-pers NOS | Oth parent-child problem | Oth placent cond-deliver | Oth postsurgery lordosis | Oth powered aircraft acc | Oth prblms rltd lfstyle | Oth rd veh acc-pers NEC | Oth sequela, chr liv dis | Oth severe malnutrition | Oth spcf cmplc procd NEC | Oth spcf deformity head | Oth spcf dsdr urethra | Oth spcf hypoglycemia | Oth spcf paralytic synd | Oth spcf prph vscl anoml | Oth spcf retention urine | Oth spec dis viruses | Oth specf bacteria | Oth specf viral infectn | Oth specfd viral warts | Oth spf gastrt w hmrhg | Oth spf gstrt w/o hmrhg | Oth symptm urinary systm | Oth tissue graft malfunc | Oth umbil cord compress | Oth unspcf nspf imun fnd | Oth urinry incontinence | Oth varn unsp xtrndl org | Oth vehicle acc NEC | Oth viral dis-delivered | Oth vrl hepat w hpt coma | Oth vrl hpat wo hpt coma | Oth/uns inf-cen ven cath | Other acq back deformity | Other acute sinusitis | Other air leak | Other alter consciousnes | Other anaerobes | Other anaphylactic react | Other apnea of newborn | Other appendicitis | Other atopic dermatitis | Other back symptoms | Other conduct disorder | Other dsrders esophagus | Other dyschromia | Other esophagitis | Other general symptoms | Other gu neoplasm NOS | Other hammer toe | Other heart block | Other hyperalimentation | Other lung disease NEC | Other lymphedema | Other pancytopenia | Other pneumothorax | Other postop infection | Other prophylac chemothr | Other psoriasis | Other pulmonary insuff | Other quadriplegia | Other sborheic keratosis | Other sequelae of MI NEC | Other specf TMJ disordrs | Other specf dermatoses | Other specfd counseling | Other staphylococcus | Other streptococcus | Other ulcerative colitis | Other viral intes infec | Othr migrne wo ntrc mgrn | Otitis media NOS | Otogenic pain | Otorrhea NEC | Otorrhea NOS | Otosclerosis NOS | Ovarian cyst NEC/NOS | Ovarian endometriosis | Ovarian failure NEC | Ovarian hyperfunc NEC | Ovarn preg w/o intra prg | Overexert reptv mvmt NEC | Overflow incontinence | Overweight | Overxrt-sudn stren mvmt | P/p coag def-del w p/p | Pain in limb | Pain in or around eye | Painful respiration | Palindrom rheum-unspec | Pallor | Palpitations | Palsy of conjugate gaze | Pancreas anomalies | Pancreas injury NOS-clos | Pancreas injury NOS-open | Pancreas, head inj-close | Pancreas, tail inj-close | Pancreas, tail inj-open | Pancreat cyst/pseudocyst | Pancreatic disease NEC | Pancreatic disease NOS | Pancreatic disorder NEC | Pancreatic disorder NOS | Panhypopituitarism | Panic dis w/o agorphobia | Panniculitis of neck | Panniculitis, site NEC | Panniculitis, unsp site | Panophthalmitis | Panuveitis | Pap smear anus w ASC-US | Papillary muscle dis NEC | Papillary muscle rupture | Papilledema NOS | Papilledema w decr press | Papilledema w incr press | Paralysis NOS | Paralysis agitans | Paralytic ileus | Paralytic ptosis | Paralytic strabismus NOS | Paranoid personality | Paranoid schizo-chronic | Paranoid schizo-unspec | Paranoid state NOS | Paranoid states NEC | Parapharyngeal abscess | Paraphrenia | Paraplegia NOS | Paraproteinemia NEC | Parapsoriasis | Parathyroid disorder NEC | Parinfluenza viral pneum | Parox atrial tachycardia | Parox tachycardia NOS | Parox ventric tachycard | Part anom pulm ven conn | Part arterial occlusion | Part detach-singl defec | Part epil w intr epil | Part epil w/o intr epil | Partial edentulism NOS | Partial third nerv palsy | Parvovirus B19 | Pasteurellosis | Patau's syndrome | Patellar tendinitis | Patent ductus arteriosus | Path fx dstl radius ulna | Path fx humerus | Path fx neck of femur | Path fx oth spcf prt fmr | Path fx oth specif site | Path fx tibia fibula | Path fx vertebrae | Pathol dislocat-jt NEC | Pathol dislocat-shlder | Pauciart juv rheum arthr | Pectus carinatum | Pectus excavatum | Ped cycl acc-ped cyclist | Pedal cycle acc-pedest | Pediculosis NOS | Pediculus capitis | Pellagra | Pelv fx-clos/pelv disrup | Pelv fx-open/pelv disrup | Pelv perit endometriosis | Pelvic congestion synd | Pelvic fracture NEC-clos | Pelvic fracture NEC-open | Pelvic fracture NOS-clos | Pelvic fracture NOS-open | Pelvic hematoma-postpart | Pelvic organ inj NEC-cl | Pelvic organ inj NEC-opn | Pelvic organ inj NOS-cl | Pelvic organ inj NOS-opn | Pemphigoid | Pemphigus | Penetr wnd orbit w/o FB | Penetrat FB NEC eye | Penetrat wnd orbit w FB | Penile anomalies NEC | Peptic ulcer NOS | Perforat tympan memb NOS | Perforation gallbladder | Perforation of bile duct | Perforation of esophagus | Perforation of intestine | Periapical abscess | Pericardial disease NEC | Pericardial disease NOS | Perichondritis pinna NOS | Perinat GI sys dis NEC | Perinat GI sys dis NOS | Perinat jaund:hemolysis | Perinatal chr resp dis | Perinatal condition NEC | Perinatal condition NOS | Perinatal infection NEC | Perinatal intest perfor | Periodic paralysis | Periodontal disease NEC | Periodontosis | Peripartum card-postpart | Peripartum cardiomy-del | Periph T cell lym multip | Periph T cell lym xtrndl | Periph vascular dis NEC | Periph vascular dis NOS | Peripheral vertigo NEC | Peripheral vertigo NOS | Periprosthetc fx-pros jt | Periprosthetc osteolysis | Peritoneal abscess | Peritoneal adhesions | Peritoneal disorder NEC | Peritoneal effusion | Peritoneum injury-closed | Peritoneum injury-open | Peritonitis (acute) gen | Peritonitis NEC | Peritonitis NOS | Peritonitis in infec dis | Peritonsillar abscess | Perivent leukomalacia | Pernicious anemia | Peroneal muscle atrophy | Persist hyperplas thymus | Persist postop fistula | Persistent fetal circ | Persistent insomnia | Persistent vegtv state | Persistent vomiting | Persn w feared complaint | Person feigning illness | Personal history UTI | Personal history of fall | Personal histry malaria | Personal hygiene NEC | Personality chg oth dis | Personality disorder NOS | Personl hx infection CNS | Pervasv dev dis-cur NEC | Pervasv dev dis-cur NOS | Petit mal status | Peyronie's disease | Phantom limb (syndrome) | Pharyngeal anomaly NEC | Phlbts deep vn up extrm | Phlbts sprfc vn up extrm | Phlbts vn NOS up extrm | Phlebitis intrcran sinus | Photokeratitis | Physical restrain status | Pica | Pigment epitheliopathy | Pigment retina dystrophy | Pilonidal cyst w abscess | Pilonidal cyst w/o absc | Pituitary disorder NEC | Pituitary disorder NOS | Pituitary dwarfism | Pityriasis NEC & NOS | Pityriasis rosea | Pityriasis versicolor | Placent transfusion syn | Placenta hem NEC aff NB | Placenta prev hem-deliv | Placenta previa aff NB | Placenta previa-antepart | Placenta previa-deliver | Plantar fibromatosis | Plantar nerve lesion | Plasmacytoma NOS | Pleural effusion NOS | Pleurisy w/o effus or TB | Pls cl leu w/o achv rmsn | Plsm cel leuk in relapse | Pneu mycplsm pneumoniae | Pneum in aspergillosis | Pneum in infect dis NEC | Pneum in oth sys mycoses | Pneum w cytomeg incl dis | Pneumo oth grm-neg bact | Pneumococcal meningitis | Pneumococcal peritonitis | Pneumococcal pneumonia | Pneumococcal septicemia | Pneumococcus infect NOS | Pneumocystosis | Pneumogastric nerve dis | Pneumon oth spec orgnsm | Pneumonia anaerobes | Pneumonia e coli | Pneumonia in whoop cough | Pneumonia oth spcf bact | Pneumonia oth strep | Pneumonia strptococcus a | Pneumonia strptococcus b | Pneumonia, organism NOS | Pois antidepressants NEC | Pois monoamine oxidase | Pois serotinin reuptake | Pois tricyclc antidepres | Pois-analges/antipyr NEC | Pois-anti-infect NEC/NOS | Pois-anti-parkinson drug | Pois-antiallrg/antiemet | Pois-anticonvul NEC/NOS | Pois-antihyperten agent | Pois-antimycobac drg NEC | Pois-antineopl/immunosup | Pois-arom analgesics NEC | Pois-benzodiazepine tran | Pois-card rhythm regulat | Pois-cardiovasc agt NEC | Pois-cephalosporin group | Pois-cns muscle depress | Pois-coronary vasodilat | Pois-gen anesth NEC/NOS | Pois-loc astring/deterg | Pois-local anti-infect | Pois-parasympatholytics | Pois-parasympathomimetic | Pois-phenothiazine tranq | Pois-propionic acid derv | Pois-sedative/hypnot NEC | Pois-sedative/hypnot NOS | Pois-skelet muscle relax | Pois-topical dental drug | Pois-uric acid metabol | Poison by psychostim NEC | Poison-agricult agent | Poison-alcohol deterrent | Poison-analgesics | Poison-antipsychotic NEC | Poison-antirheumatic NEC | Poison-barbiturates | Poison-corrosiv/caustic | Poison-drug/medicin NEC | Poison-drug/medicin NOS | Poison-ent preparation | Poison-hydantoin derivat | Poison-insulin/antidiab | Poison-intraven anesthet | Poison-medicinal agt NEC | Poison-medicinal agt NOS | Poison-muscle agent NEC | Poison-opiate antagonist | Poison-psychotropic NEC | Poison-psychotropic agt | Poison-sedat/hypnotic | Poison-solid/liquid NEC | Poison-sympathomimetics | Poison-tranquilizer NEC | Poison-vasodilator NEC | Poisoning by amphetamine | Poisoning by caffeine | Poisoning by cocaine | Poisoning-anticoagulants | Poisoning-antidiarrh agt | Poisoning-antilipemics | Poisoning-antimalarials | Poisoning-antitussives | Poisoning-antiviral drug | Poisoning-barbiturates | Poisoning-cardiotonics | Poisoning-cathartic NEC | Poisoning-chloral hydrat | Poisoning-diuretics NEC | Poisoning-expectorants | Poisoning-hallucinogens | Poisoning-heroin | Poisoning-methadone | Poisoning-opiates NEC | Poisoning-opium NOS | Poisoning-penicillins | Poisoning-salicylates | Poisoning-sulfonamides | Poisoning-sympatholytics | Poisoning-tetracycline | Poisoning-thyroid/deriv | Poisoning-vitamins NEC | Polyarteritis nodosa | Polyarthritis NOS-unspec | Polyclon hypergammaglobu | Polycyst kid-autosom dom | Polycyst kid-autosom rec | Polycystic kidney NOS | Polycystic ovaries | Polycythemia neonatorum | Polycythemia vera | Polydactyly NOS | Polydactyly, fingers | Polydactyly, toes | Polydipsia | Polyglandul dysfunc NEC | Polyglandul dysfunc NOS | Polyhydramnios aff NB | Polyhydramnios-delivered | Polymyalgia rheumatica | Polymyositis | Polyp of corpus uteri | Polyp of nasal cavity | Polyphagia | Polyuria | Poor fetal growth-deliv | Popliteal synovial cyst | Portal hypertension | Portal pyemia | Portal vein thrombosis | Post MI syndrome | Post disl prox tibia-cl | Post disloc elbow-closed | Post segmnt anom NEC-eye | Post term preg-del | Post tp lymphprolif dis | Post traumatic seizures | Post-birth umbil hemorr | Post-op foreign body NEC | Post-proc st eye/adn NEC | Post-proc states NEC | Post-surgical forgn body | Post-term infant | Post-trauma headache NOS | Post-traumatic seroma | Postablat hypothyr NEC | Postablat testic hypofun | Postabort pelvic damage | Postabortion compl NEC | Postabortion embolism | Postabortion gu infect | Postabortion hemorrhage | Postcholecystectomy synd | Postconcussion syndrome | Postendoscopy forgn body | Posterior disloc hip-cl | Postgastric surgery synd | Postherpes polyneuropath | Postherpes trigem neural | Postinf encephalitis NEC | Postinflam pulm fibrosis | Postlaminect synd-lumbar | Postlaminectomy kyphosis | Postmastect lymphedema | Postmenopausal bleeding | Postnasal drip | Postop GI funct dis NEC | Postop heterotopic calc | Postop oth specfd aftrcr | Postop shock, other | Postop shock, septic | Postop shock,cardiogenic | Postop urethral strictur | Postop vaginal prolapse | Postoperative air leak | Postoperative shock, NOS | Postpa hem NEC-del w p/p | Postpart coag def-postpa | Postpart hem NEC-postpar | Postphlbtc synd w/o comp | Postproc aspiration pneu | Postprocedural fever | Postsurg hypoinsulinemia | Postsurgical hypothyroid | Posttraum wnd infec NEC | Posttraumatic stress dis | Postvaricella encephalit | Pouchitis | Prader-willi syndrome | Precipitate del aff NB | Precipitate labor-deliv | Precordial pain | Preg compl NEC-antepart | Preg compl NEC-del w p/p | Preg compl NEC-delivered | Preg state, incidental | Preg w hx of infertility | Preglaucoma NOS | Prem separ placen-deliv | Premat rupt memb aff NB | Premature beats NEC | Premature beats NOS | Premenopause menorrhagia | Premenstrual tension | Preop cardiovsclr exam | Prepatellar bursitis | Presbyopia | Prescrip-oral contracept | Presenile delusion | Presenile dementia | Pressure ulcer, ankle | Pressure ulcer, buttock | Pressure ulcer, elbow | Pressure ulcer, heel | Pressure ulcer, hip | Pressure ulcer, low back | Pressure ulcer, site NEC | Pressure ulcer, site NOS | Pressure ulcer, stage I | Pressure ulcer, stage II | Pressure ulcer, stage IV | Pressure ulcer, upr back | Pressure ulcer,stage III | Pressure ulcer,stage NOS | Pressure ulcer,unstagebl | Preterm NEC 1000-1249g | Preterm NEC 1250-1499g | Preterm NEC 1500-1749g | Preterm NEC 1750-1999g | Preterm NEC 2000-2499g | Preterm NEC 2500+g | Preterm NEC 500-749g | Preterm NEC 750-999g | Preterm NEC <500g | Preterm infant NEC wtNOS | Prev c-delivery-antepart | Prev c-delivery-delivrd | Priapism | Prickly heat | Prim angl-clos glauc NOS | Prim cardiomyopathy NEC | Prim central sleep apnea | Prim hypercoagulable st | Prim open angle glaucoma | Prim prg TB NEC-histo dx | Prim pulm hypertension | Prim thrombocytopen NOS | Primary CNS lymph xtrndl | Primary apnea of newborn | Primary atelectasis | Primary cerebellar degen | Primary coccidioidomycos | Primary focal hyprhidros | Primary hyperparathyroid | Primary syphilis NEC | Prinzmetal angina | Priv dwel fire-accid NEC | Priv dwel fire-fumes NOS | Prob-head/neck/trunk NOS | Problems with learning | Profnd intellct disablty | Prog multifoc leukoencep | Prog muscular atrophy | Progr idiopath scoliosis | Progressive bulbar palsy | Prolapse urethral mucosa | Prolapsed cord aff NB | Prolif diab retinopathy | Proliferat nephritis NOS | Prolong depressive react | Prolong rupt memb-deliv | Prophyl or tx meas NEC | Prophylact immunotherapy | Prostatic congest/hemorr | Prostatic disorders NEC | Prostatic inflam dis NEC | Prostatitis NOS | Protein-cal malnutr NEC | Protein-cal malnutr NOS | Proteinuria | Proteus infection NOS | Protrusio acetabuli NOS | Prphylct orgn rmvl brst | Prphylct orgn rmvl other | Prsn hst ot spf urn dsrd | Prsnl hst colonic polyps | Prsnl hst ot spf dgst ds | Prsnl hst oth nfct parst | Prsnl hst peptic ulcr ds | Prsnl hst poliomyelitis | Prsnl hst tuberculosis | Prsnl hst urnr dsrd calc | Prsnl hx recur pneumonia | Prune belly syndrome | Prurigo | Pruritic conditions NEC | Pruritic disorder NOS | Pruritus of genitalia | Pseudobulbar palsy | Pseudoexfoliat glaucoma | Pseudomonal pneumonia | Pseudomonas infect NOS | Pseudomonas septicemia | Pseudopolyposis colon | Pseudotumor cerebri | Psoas muscle abscess | Psoriatic arthropathy | Psy dis w delus oth dis | Psy dis w halluc oth dis | Psychic factor w oth dis | Psychogen cardiovasc dis | Psychogen musculskel dis | Psychogen paranoid psych | Psychogenic disorder NEC | Psychogenic disorder NOS | Psychogenic pain NEC | Psychogenic respir dis | Psychological stress NEC | Psychophysic visual dist | Psychosexual dis NOS | Psychosis NOS | Psymotr epil w intr epil | Psymotr epil w/o int epi | Pterygium NOS | Ptosis of eyelid NOS | Puerp cerebvas dis-deliv | Puerp comp NEC-del w p/p | Puerp compl NEC-postpart | Puerp endomet del w p/p | Puerp endomet-postpart | Puerp pyrexia-del w p/p | Puerp pyrexia-postpartum | Pul alveolar proteinosis | Pulm congest/hypostasis | Pulm embol NOS-antepart | Pulm embol NOS-postpart | Pulm embol/infarct NEC | Pulmon TB NEC-oth test | Pulmon TB NOS-cult dx | Pulmon TB NOS-micro dx | Pulmon artery aneurysm | Pulmon circulat dis NEC | Pulmon circulat dis NOS | Pulmonary AV malformatn | Pulmonary TB NOS-unspec | Pulmonary actinomycosis | Pulmonary collapse | Pulmonary eosinophilia | Pulmonary mycobacteria | Pulmonary valve anom NEC | Pulmonary valve anom NOS | Pulmonary valve disorder | Pulsating exophthalmos | Pure hypercholesterolem | Pure hyperglyceridemia | Purpura NOS | Purulent endophthalm NOS | Pyelonephritis NOS | Pylorospasm | Pyoderma NEC | Pyoderma gangrenosum | Pyogen arthritis NEC | Pyogen arthritis-ankle | Pyogen arthritis-forearm | Pyogen arthritis-hand | Pyogen arthritis-l/leg | Pyogen arthritis-mult | Pyogen arthritis-pelvis | Pyogen arthritis-shlder | Pyogen arthritis-up/arm | Pyogenic granuloma | Pyrexia in labor-deliver | Pyrophosph cryst-l/leg | Pyrophosph cryst-up/arm | Quadriplegia, unspecifd | Quadrplg c1-c4, complete | Quadrplg c1-c4, incomplt | Quadrplg c5-c7, complete | Quadrplg c5-c7, incomplt | REM sleep behavior dis | RR acc NEC-pedestrian | RR coll NOS-pedestrian | RR coll w oth obj-pedest | Radial nerve lesion | Radial styloid tenosynov | Radiation gastroenterit | Radiation kyphosis | Radiation scoliosis | Radiotherapy encounter | Radiotherapy follow-up | Rape | Rapidly prog nephrit NOS | Raynaud's syndrome | React depress psychosis | React-cardiac dev/graft | React-indwell urin cath | React-int pros devic NEC | React-inter joint prost | React-nerv sys dev/graft | React-oth genitourin dev | React-oth int ortho dev | React-oth vasc dev/graft | React-periton dialy cath | Reactive confusion | Rec depr psych-psychotic | Rec preg loss wo cur prg | Recent detachment, total | Rectal & anal dis NEC | Rectal & anal hemorrhage | Rectal & anal stenosis | Rectal & anal ulcer | Rectal prolapse | Rectocele | Rectum injury-closed | Rectum injury-open | Recur bilat inguin hern | Recur depr psych-severe | Recur dislocat-l/leg | Recur dislocat-pelvis | Recur dislocat-shlder | Recur manic-sev w psycho | Recur unil ing hern-gang | Recur unil ing hern-obst | Recur unilat inguin hern | Recurr depr psychos-mild | Recurr depr psychos-mod | Recurr depr psychos-unsp | Recurrent hypersomnia | Redness/discharge of eye | Reduc deform up limb NOS | Reduction deform leg NOS | Reduction deform, brain | Redun prepuce & phimosis | Reentrant mv coll-driver | Referred pain of ear | Reflux esophagitis | Refusal of treatment | Reg enterit sm/lg intest | Reg enteritis, lg intest | Reg enteritis, sm intest | Regional enteritis NOS | Reiter's disease | Removal int fixation dev | Renal & ureteral dis NEC | Renal & ureteral dis NOS | Renal agenesis | Renal artery aneurysm | Renal artery atheroscler | Renal artery hyperplasia | Renal dialysis encounter | Renal dialysis status | Renal dis NOS-antepartum | Renal dis NOS-delivered | Renal dysplasia | Renal failure NOS | Renal hyperten-postpart | Renal osteodystrophy | Renal sclerosis NOS | Renal vascular disorder | Renal vein thrombosis | Renal vessel anomaly | Renal/perirenal abscess | Renovasc hypertension | Residual hemorrhoid tags | Resp brncio interst lung | Resp cond dt smoke inhal | Resp cond: ext agent NEC | Resp failure of newborn | Resp obstr-food inhal | Resp obstr-inhal obj NEC | Resp prob after brth NEC | Resp syncyt viral pneum | Resp sys/chest symp NEC | Resp system disease NEC | Resp system disease NOS | Respirator depend status | Respiratory abnorm NEC | Respiratory abnorm NOS | Respiratory anomaly NEC | Respiratory arrest | Respiratory comp NEC | Respiratory distress syn | Respiratory neoplasm NOS | Resprtry syncytial virus | Restless legs syndrome | Ret cholelh fol cholecys | Retain FB NEC | Retain organic frag NEC | Retain plastic fragments | Retained dental root | Retained glass fragments | Retained metal frag NOS | Retclsrc unsp xtrndl org | Retention urine NOS | Reticulosarcoma abdom | Reticulosarcoma head | Reticulosarcoma inguin | Reticulosarcoma mult | Reticulosarcoma thorax | Retinal detachment NEC | Retinal detachment NOS | Retinal disorder NOS | Retinal disorders NEC | Retinal edema | Retinal hemorrhage | Retinal ischemia | Retinal varices | Retinal vasc occlus NOS | Retinal vascular changes | Retrolental fibroplasia | Retroperiton abscess NEC | Retroperitoneum inj-cl | Retroperitoneum inj-open | Retropharyngeal abscess | Rflx sym dystrph lwr lmb | Rflx sym dystrph oth st | Rflx sym dystrph up limb | Rh incomp/HTR NEC | Rh isoimmunizat-antepart | Rhabdomyolysis | Rheum aortic dis NEC/NOS | Rheum aortic sten/insuff | Rheum fev w/o hrt involv | Rheum pulmon valve dis | Rheumat aortic stenosis | Rheumatic aortic insuff | Rheumatic heart dis NEC | Rheumatic heart dis NOS | Rheumatic heart failure | Rheumatic mitral insuff | Rheumatoid arthritis | Rheumatoid lung | Rhinitis due to pollen | Rhinovirus infect NOS | Rib & sternum anomal NEC | Rickettsiosis NOS | Ridden animal acc-rider | Ritter's disease | Roller skate,skateboard | Rosacea | Rotator cuff dis NEC | Rotator cuff rupture | Rotator cuff synd NOS | Routin child health exam | Routine circumcision | Rt bbb/lft ant fasc blk | Rt bbb/lft post fasc blk | Rt bundle branch block | Rt proc-wrong side/part | Running | Rupt abd aortic aneurysm | Rupt exten tendon hand | Ruptur thoracic aneurysm | Rupture eye w tissu loss | Rupture of artery | Rupture uterus NOS-deliv | SIRS, NOS | SIRS-noninf w ac org dys | SIRS-noninf w/o ac or ds | Sacral spinal cord injur | Sacroiliitis NEC | Saddle embol pulmon art | Salivary gland abscess | Salivary gland dis NEC | Salivary gland dis NOS | Salivary secretion dis | Salmonella enteritis | Salmonella infection NEC | Salmonella infection NOS | Salmonella septicemia | Salpingo-oophoritis NOS | Sarcoidosis | Sbrheic infantl drmtitis | Scabies | Scanty menstruation | Scar & fibrosis of skin | Schilder's disease | Schistosomiasis NEC | Schistosomiasis NOS | Schizoaff dis-subch/exac | Schizoaffective dis NOS | Schizoaffective dis-chr | Schizoaffectve dis-remis | Schizoafftv dis-chr/exac | Schizoid personality NOS | Schizoph resid-chro/exac | Schizophr dis resid NOS | Schizophr dis resid-chr | Schizophr dis-chr/exacer | Schizophrenia NEC-unspec | Schizophrenia NOS-chr | Schizophrenia NOS-unspec | Schizophreniform dis NOS | Schizotypal person dis | Schmorl's nodes NOS | Schwannomatosis | Sciatic nerve lesion | Sciatica | Scleritis NEC | Scleritis NOS | Sclerosing mesenteritis | Scndhnd tbcco smoke | Scoliosis NEC | Scoliosis in oth dis | Screen malig neop-colon | Screen-blood dis NOS | Screen-cardiovasc NEC | Screening-pulmonary TB | Sebaceous cyst | Sebaceous gland dis NEC | Sebaceous gland dis NOS | Sebrrheic dermatitis NEC | Sebrrheic dermatitis NOS | Sec DM ketoacd uncntrld | Sec DM neuro nt st uncn | Sec DM ophth nt st uncn | Sec DM oth nt st uncontr | Sec DM other uncontrld | Sec DM unsp nt st uncon | Sec DM unsp uncontrold | Sec DM wo cmp nt st uncn | Sec DM wo comp uncontrld | Sec hypercoagulable st | Sec hyperparathyrd-renal | Sec hyprprthyrd nonrenal | Sec mal neo GI NEC | Sec mal neo brain/spine | Sec mal neo mediastinum | Sec mal neo peritoneum | Sec malig neo lg bowel | Sec malig neo nerve NEC | Sec malig neo resp NEC | Sec malig neo sm bowel | Sec malig neo urin NEC | Sec neuroend tu dist lym | Sec neuroend tu oth site | Sec neuroend tumor-liver | Sec neuroendo tu-periton | Sec neuroendo tumor-bone | Sec thrombocytpenia NEC | Sec uterine inert-deliv | Second cardiomyopath NOS | Second hypertension NEC | Second malig neo adrenal | Second malig neo breast | Second malig neo genital | Second malig neo kidney | Second malig neo liver | Second malig neo ovary | Second malig neo pleura | Secondary Merkel cell ca | Secondary malig neo NEC | Secondary malig neo bone | Secondary malig neo lung | Secondary malig neo skin | Secondary parkinsonism | Secondary polycythemia | Secondary syphilis NOS | Secondary/recur hemorr | Secondry iritis, infect | Secundum atrial sept def | Sed,hyp,anxiolyt dep-NOS | Sed,hyp,anxiolyt dep-con | Sed,hyp,anxiolytc ab-NOS | Sed,hyp,anxiolytc ab-con | Sed,hyp,anxiolytc ab-rem | Selective ig defic NEC | Selective iga immunodef | Seminal vesiculitis | Senile delirium | Senile dementia uncomp | Senile nuclear cataract | Senile osteoporosis | Sensonrl hear loss,bilat | Sensorneur hear loss NOS | Sensorneur hear loss uni | Sensory hear loss,unilat | Sensory retina dystrophy | Sepsis | Septal closure anom NEC | Septal closure anom NOS | Septic arterial embolism | Septic myocarditis | Septic pulmonary embolsm | Septic shock | Septicemia NEC | Septicemia NOS | Seroma complicting proc | Serous retina detachment | Serratia septicemia | Sev intellect disability | Sev nonprolf db retinoph | Sev preeclamp-del w p/p | Sev preeclamp-postpartum | Severe birth asphyxia | Severe preeclamp-deliver | Severe sepsis | Severe stage glaucoma | Sft tisue - kpsi's srcma | Shigella flexneri | Shigella infection NEC | Shigellosis NOS | Shldr/upper arm inj NOS | Shock NOS | Shock w/o trauma NEC | Short stature | Shortness of breath | Shoulder region dis NEC | Sialoadenitis | Sialolithiasis | Sicca syndrome | Sickle cell disease NOS | Sickle-cell trait | Sigmoid colon inj-closed | Sigmoid colon inj-open | Silica pneumocon NEC | Simple chr bronchitis | Simple schizophren-chr | Singl livebrn-before adm | Single lb in-hosp w cs | Single lb in-hosp w/o cs | Sinoatrial node dysfunct | Situs inversus | Sixth nerve palsy | Skew deviation, eye | Ski,snow brd,sled,tobagn | Skin - kaposi's sarcoma | Skin anomaly NEC | Skin disorder NOS | Skin disorders NEC | Skin hypertro/atroph NEC | Skin hypertro/atroph NOS | Skin sensation disturb | Sleep apnea NOS | Sleep disturbance NOS | Sleep disturbances NEC | Sleep hypovent oth dis | Sleep stage dysfunc NEC | Slow transt constipation | Slowing urinary stream | Small intest inj NEC-cl | Small intest inj NEC-opn | Small intest inj NOS-cl | Small intest inj NOS-opn | Smell & taste disturb | Snow veh acc-driver | Social maladjustment | Soft tissue anomaly NEC | Soft tissue disord NOS | Soft tissue disorder NEC | Solid/liq pneumonit NEC | Solitary pulmonry nodule | Somatoform disorders NEC | Spasm of conjugate gaze | Spasm of muscle | Spec anom of eyelid NEC | Spec lacrimal pass anom | Specfied cong anomal NEC | Special symptom NEC/NOS | Spectator at event | Speech disturbance NEC | Speech/language dis NEC | Spf sts - kpsi's sarcoma | Spin bif w hydrceph-cerv | Spin bif w hydrceph-lumb | Spin bif w hydroceph NOS | Spin cord inj-mult site | Spin sten,lumbr w claud | Spin sten,lumbr wo claud | Spina bifida | Spina bifida occulta | Spina bifida-lumbar | Spinal cord anomaly NEC | Spinal cord disease NOS | Spinal cord injury NOS | Spinal disorders NEC | Spinal muscl atrophy NOS | Spinal stenosis NOS | Spinal stenosis-oth site | Spinal stenosis-thoracic | Spinal vessel anomaly | Spinocerebellar dis NEC | Spinocerebellar dis NOS | Spleen capsular tear | Spleen capsular tear-opn | Spleen disease NEC | Spleen disease NOS | Spleen disruption-clos | Spleen disruption-open | Spleen hematoma-closed | Spleen hematoma-open | Spleen injury NEC-closed | Spleen injury NOS-closed | Spleen injury NOS-open | Spleen parenchyma lacer | Spleen parnchym lac-opn | Splenic artery aneurysm | Splenic sequestration | Splenomegaly | Spon ab w pelv damag-inc | Spon abor w pelv inf-inc | Spon abort uncompl-inc | Spon abort w hemorr-comp | Spon abort w hemorr-inc | Spon abort w shock-inc | Spond compr lumb sp cord | Spond compr thor sp cord | Spondylolisthesis | Spondylos NOS w/o myelop | Spondylosis NOS w myelop | Spont tens pneumothorax | Spontan bact peritonitis | Spontaneous ecchymoses | Sports acc w sub fall | Sports acc w/o sub fall | Sports,athletics NEC | Sprain NEC | Sprain acromioclavicular | Sprain cruciate lig knee | Sprain distal tibiofibul | Sprain elbow/forearm NEC | Sprain hip & thigh NEC | Sprain hip & thigh NOS | Sprain lateral coll lig | Sprain lumbar region | Sprain lumbosacral | Sprain medial collat lig | Sprain metatarsophalang | Sprain of ankle NEC | Sprain of ankle NOS | Sprain of back NOS | Sprain of knee & leg NEC | Sprain of knee & leg NOS | Sprain of neck | Sprain of wrist NEC | Sprain of wrist NOS | Sprain rotator cuff | Sprain sacroiliac | Sprain sacroiliac NOS | Sprain shoulder/arm NEC | Sprain shoulder/arm NOS | Sprain supraspinatus | Sprain thoracic region | Sprain ulnar collat lig | Spstc hmiplg nondmnt sde | Spstc hmiplga domnt side | Spstc hmiplga unspf side | Sqam cell ca sclp/skn nk | Sqam cell ca skn low lmb | Sqm cel skn face NEC/NOS | Squam cell ca skin ear | Staph pneumonia NEC | Staphylcocc septicem NEC | Staphylcocc septicem NOS | Staphylococc enteritis | Staphylococc meningitis | Staphylococcal pneu NOS | Staphylococcus unspcfied | Stat ob w/o sub fall NEC | Stat obj w sub fall NEC | Status amput above elbow | Status amput above knee | Status amput below elbow | Status amput below knee | Status amput foot | Status amput great toe | Status amput hand | Status amput oth fingers | Status amput othr toe(s) | Status amput thumb | Status amput up lmb NOS | Status autm crd dfbrltr | Status cardiac pacemaker | Status oth spcf crdc dvc | Status-post ptca | Stenosis of larynx | Sterilization | Stevens-Johnson syndrome | Stevens-Johnson-TEN syn | Stiff-man syndrome | Stomach function dis NEC | Stomach function dis NOS | Stomach injury-closed | Stomach injury-open | Stomach ulcer NOS | Stomach ulcer NOS-obstr | Stomatitis/mucositis NOS | Stomatits & mucosits NEC | Strabismic amblyopia | Straig amin-acid met NEC | Straining on urination | Strep sore throat | Streptococcal meningitis | Streptococcal pneumn NOS | Streptococcal septicemia | Streptococcus group a | Streptococcus group b | Streptococcus group c | Streptococcus group g | Streptococcus unspecf | Streptococus carrier NEC | Stress fx femoral neck | Stress fx tibia/fibula | Stress incontinence male | Stress react, emotional | Stress react, psychomot | Stress reaction, fugue | Striae atrophicae | Stricture of artery | Stricture of ureter | Stricture of vagina | Stridor | Strongyloidiasis | Struck by falling object | Subac dyskinesa d/t drug | Subacute delirium | Subarach hem w opn wound | Subarach hem-brief coma | Subarach hem-coma NOS | Subarach hem-concussion | Subarach hem-deep coma | Subarach hem-mod coma | Subarach hem-prolng coma | Subarachnoid hem-no coma | Subarachnoid hemorrhage | Subclavian aneurysm | Subclavian steal syndrom | Subcondyl fx mandib-open | Subcondylar fx mandib-cl | Subdural hem w/o coma | Subdural hem-brief coma | Subdural hem-concussion | Subdural hem-deep coma | Subdural hem-prolng coma | Subdural hemorr-coma NOS | Subdural hemorr-mod coma | Subdural hemorrhage | Subendo infarct, initial | Subendo infarct, subseq | Submucous leiomyoma | Subserous leiomyoma | Substance abuse-family | Subtrochanteric fx-close | Subtrochanteric fx-open | Sudden visual loss | Suffocation NEC | Suffocation-lack of air | Suicidal ideation | Sulph amino-acid met dis | Sup glenoid labrm lesion | Superf inj hand NEC-inf | Superfic foreign bdy NEC | Superfic inj head NEC | Superfic inj periocular | Superfic phlebitis-leg | Superficial inj cornea | Superficial inj eye NEC | Superficial injury NEC | Suppur otitis media NOS | Suppurat peritonitis NEC | Supracondyl fx femur-cl | Supracondyl fx femur-opn | Supracondyl fx humer-opn | Supraglottis w obstr NOS | Supraglottis w/o obs NOS | Suprcondyl fx humerus-cl | Suprv high-risk preg NOS | Surfce-topic/infilt anes | Surg comp - hypertension | Surg comp nerv systm NEC | Surg comp-peri vasc syst | Surg compl-body syst NEC | Surg compl-heart | Surg compl-urinary tract | Surg complication - cns | Surgical complicat NOS | Surgical convalescence | Swallowed blood syndrome | Swelling in head & neck | Swelling of limb | Swelling or mass of eye | Swimming | Swimming accident NOS | Symbolic dysfunction NEC | Sympt fem climact state | Sympt state w artif meno | Symptoms in breast NEC | Syncope and collapse | Syndactyl fing-no fusion | Syndactyl toe-no fusion | Syndactyly, multiple/NOS | Synov/tend/bursa dis NEC | Synov/tend/bursa dis NOS | Synovial cyst NOS | Synovitis NEC | Synovitis NOS | Syphilis NOS | Syphilitic aortitis | Syphilitic iridocyclitis | Syringomyelia | Syst lupus erythematosus | Syst rheum arthritis NEC | Syst sclerosis lung dis | Syst/diast hrt fail NOS | Systemic sclerosis | Systolic hrt failure NOS | Szry dis unsp xtrndl org | T1-t6 fx-cl/ant cord syn | T1-t6 fx-cl/cen cord syn | T1-t6 fx-cl/com cord les | T1-t6 fx-cl/cord inj NEC | T1-t6 fx-cl/cord inj NOS | T1-t6 fx-op/com cord les | T1-t6 spin cord inj NEC | T7-t12 fx-cl/com crd les | T7-t12 fx-cl/crd inj NEC | T7-t12 fx-cl/crd inj NOS | T7-t12 fx-op/crd inj NEC | T7-t12 spin cord inj NEC | T7-t12 spin cord inj NOS | TB brain abscess-unspec | TB lung w cavit-micro dx | TB meningitis-cult dx | TB meningitis-unspec | TB of bronchus-oth test | TB of vertebra-cult dx | TB of vertebra-histo dx | TB peritonitis-exam unkn | TB peritonitis-histo dx | TB pleurisy-histolog dx | TB pneumonia-cult dx | TB sp crd absc-cult dx | TB thorax node-histo dx | TMJ disorders NOS | TPA adm status 24 hr pta | Tabes dorsalis | Tachycardia NOS | Tachypnea | Tackle football | Takayasu's disease | Takotsubo syndrome | Talipes NOS | Talipes equinovarus | Talipes valgus | Talipes varus | Tarsal tunnel syndrome | Tear film insuffic NOS | Tear lat menisc knee-cur | Tear med menisc knee-cur | Tear meniscus NEC-curren | Temporal sclerosis | Tenosynov hand/wrist NEC | Tenosynovitis foot/ankle | Tension headache | Termination of pregnancy | Testicular hypofunc NEC | Tetanus toxoid inoculat | Tetany | Tetralogy of fallot | Thalassemia NEC | Thalassemia minor | Thalassemia, unspecified | Therapeutic drug monitor | Thiamine defic NEC/NOS | Third-stage hem-postpart | Thlasema Hb-S w/o crisis | Thor disc dis w myelopat | Thoracic aortic aneurysm | Thoracic aortic ectasia | Thoracic aortic embolism | Thoracic disc degen | Thoracic disc displacmnt | Thoracic spondylosis | Thoracoabd aneurysm rupt | Thoracoabd aortc ectasia | Thoracogenic scoliosis | Thoracoscop conv to open | Thracabd anurysm wo rupt | Thrd-stage hem-del w p/p | Throat pain | Thromboangiit obliterans | Thrombocytopathy | Thrombocytopenia NOS | Thrombophlebitis NEC | Thrombophlebitis NOS | Thrombophlebitis leg NOS | Thrombophlebitis migrans | Thrombosis NEC-antepart | Thrombosis NEC-postpart | Thrombot microangiopathy | Thrt prem labor-antepart | Thrush | Thyroid dysfunc-antepart | Thyroid dysfunc-deliver | Thyroid dysfunc-postpart | Thyroiditis NOS | Thyrotox NOS no crisis | Thyrotox NOS w crisis | Thyrotox orig NEC w cris | Thyrtox orig NEC no cris | Tibialis tendinitis | Tietze's disease | Tinnitus NOS | Tk off/land-aircraft NEC | Tobacco use dis-antepart | Tobacco use dis-postpart | Tobacco use disorder | Tongue anomaly NEC | Tongue anomaly NOS | Tongue disorder NEC | Tongue tie | Tooth eruption disturb | Topical med dermatitis | Torsion of ovary or tube | Torsion of testis NOS | Torticollis NOS | Torus fx tibia/fibula | Tot anom pulm ven connec | Tot impairment-both eyes | Total third nerve palsy | Tourette's disorder | Tox dif goiter no crisis | Tox dif goiter w crisis | Tox eff carbon monoxide | Tox eff nonmed subst NEC | Tox eff nonmed subst NOS | Tox eff organphos/carbam | Tox multnod goit no cris | Tox multnod goit w cris | Tox nod goiter no crisis | Tox uninod goit no cris | Tox w old hyper-postpart | Tox w old hyperten-deliv | Toxic eff caustic alkali | Toxic eff ethyl alcohol | Toxic eff gas/vapor NEC | Toxic eff gas/vapor NOS | Toxic eff isopropyl alc | Toxic eff nonpetrol solv | Toxic eff pesticides NEC | Toxic effect acids | Toxic effect alcohol NOS | Toxic effect arsenic | Toxic effect caustic NOS | Toxic effect cyanides | Toxic effect metals NEC | Toxic effect mushrooms | Toxic effect venom | Toxic encephalopathy | Toxic epidrml necrolysis | Toxic erythema | Toxic gastroenteritis | Toxic myelitis | Toxic myocarditis | Toxic myopathy | Toxic shock syndrome | Toxoplasm meningoenceph | Toxoplasmosis NOS | Toxoplasmosis site NEC | Trachea & bronch dis NEC | Tracheoesophageal fstula | Tracheostomy - mech comp | Tracheostomy comp NEC | Tracheostomy comp NOS | Tracheostomy infection | Tracheostomy status | Traff acc NOS-mcycl psgr | Traffic acc NOS-driver | Traffic acc NOS-motcycl | Traffic acc NOS-pasngr | Traffic acc NOS-ped cycl | Traffic acc NOS-pedest | Traffic acc NOS-pers NOS | Trans alter awareness | Trans cereb ischemia NEC | Trans cereb ischemia NOS | Trans hyperten-antepart | Trans hyperten-delivered | Trans hyperten-postpart | Trans-sexualism NOS | Transfsn rel ac lung inj | Transfsn w circ overload | Transfusion reaction NEC | Transient arterial occlu | Transient global amnesia | Transient hemat dis NEC | Transient mental dis NEC | Transient mental dis NOS | Transient met dis NB NOS | Transient visual loss | Transitory ileus of NB | Transmission machine acc | Transverse colon inj-cl | Transverse colon inj-opn | Transverse defic arm | Transverse defic leg | Traum arthropathy-l/leg | Traum arthropathy-pelvis | Traum hemothorax-closed | Traum hemothorax-open | Traum pneumohemothor-cl | Traum pneumohemothor-opn | Traum pneumothorax-close | Traum pneumothorax-open | Traum subarachnoid hem | Traum subcutan emphysema | Traum urethral stricture | Trauma comp synd low ext | Trauma comp synd up ext | Trauma compart synd NEC | Trauma compart synd abd | Traumatic anuria | Traumatic brain hem NEC | Traumatic extradural hem | Traumatic shock | Traumatic spondylopathy | Traumatic subdural hem | Tremor NEC | Trichomonal urethritis | Trichomonal vaginitis | Trichuriasis | Tricuspid valve disease | Trifascicular block | Trigeminal nerve dis NOS | Trigeminal neuralgia | Trigger finger | Trnspl status organ NEC | Trnspl status-bne marrow | Trnspl status-intestines | Trnspl status-pancreas | Trnsplnt orgn rem status | Trochanteric fx NOS-clos | Trochanteric fx NOS-open | Trspl sts-perip stm cell | True post infarct, init | Trunk injury-sites NEC | Tubal endometriosis | Tubal ligation status | Tubal preg w intra preg | Tubal preg w/o intra prg | Tubal/broad lig anom NEC | Tuberculosis contact | Tuberous sclerosis | Tubrcloma brain-histo dx | Tularemia NEC | Tumor lysis syndrome | Twin NOS-before admissn | Twin gest-dich/diamniotc | Twin pregnancy-delivered | Twin, mate lb-before adm | Twin-mate lb-hosp w/o cs | Twin-mate lb-in hos w cs | Twin-mate sb-hosp w cs | Twin-mate sb-hosp w/o cs | Ulc esophagus w/o bleed | Ulcer esophagus w bleed | Ulcer of ankle | Ulcer of calf | Ulcer of heel & midfoot | Ulcer of lower limb NOS | Ulcer of thigh | Ulcer oth part low limb | Ulcer other part of foot | Ulceration of intestine | Ulceration of vulva NOS | Ulcerative enterocolitis | Ulcerative ileocolitis | Ulcerative proctitis | Ulceratve colitis unspcf | Ulcertve prctosigmoidtis | Ulnar nerve lesion | Umbil cond NEC aff NB | Umbilical artery absence | Umbilical hernia | Umbilical hernia w gangr | Umbilical hernia w obstr | Unarmed fight or brawl | Unc beh neo brain/spinal | Unc beh neo nerv sys NEC | Unc behav neo GI NEC | Unc behav neo bladder | Unc behav neo bone | Unc behav neo intestine | Unc behav neo kidney | Unc behav neo larynx | Unc behav neo liver | Unc behav neo lung | Unc behav neo meninges | Unc behav neo ovary | Unc behav neo paragang | Unc behav neo peritoneum | Unc behav neo pineal | Unc behav neo pituitary | Unc behav neo pleura | Unc behav neo skin | Unc behav neo soft tissu | Uncert behav neo uterus | Uncert behavior neo NEC | Undescended testis | Undet circ-cut instrumnt | Undet fall structure NEC | Undet pois-med agnt NEC | Undet pois-med agnt NOS | Undeter circ-firearm NEC | Undeter pois-sol/liq NEC | Undeterm circ-burn, fire | Undeterm pois-analgesics | Undeterm pois-barbiturat | Undeterm pois-psychotrop | Undetermin circ-handgun | Undetermin circumst NEC | Undetermin circumst NOS | Undetermin poison-co NEC | Unemployment | Unequal leg length | Unil cleft palat/lip-com | Unil cleft palat/lip-inc | Unil femoral hern w gang | Unil femoral hern w obst | Unilat cleft lip-imcompl | Unilat cleft palate-inc | Unilat femoral hernia | Unilat ing hernia w gang | Unilat ing hernia w obst | Unilat inguinal hernia | Unilateral small kidney | Univrsl ulcertve colitis | Uns lym leu wo ach rmsn | Uns my leu wo ach rmsn | Unsp ds conjuc viruses | Unsp hemiplga domnt side | Unsp hemiplga unspf side | Unsp hmiplga nondmnt sde | Unsp lym unsp xtrndl org | Unsp rflx sympth dystrph | Unspcf anm jaw cranl bse | Unspcf anomaly jaw size | Unspf acq deformity head | Upper GI anomaly NEC | Upper GI anomaly NOS | Upper extremity aneurysm | Upper extremity embolism | Upper limb anomaly NEC | Upper limb anomaly NOS | Upper resp dis NEC/NOS | Upr limb vessel anomaly | Ureter injury-closed | Ureteral anomaly NEC | Ureteral fistula | Ureteric obstruction NEC | Urethr strict:infect NOS | Urethral abscess | Urethral calculus | Urethral caruncle | Urethral discharge | Urethral false passage | Urethral fistula | Urethral stricture NEC | Urethral stricture NOS | Urethritis NEC | Urge incontinence | Urgency of urination | Uric acid nephrolithias | Urin tract infection NOS | Urin-genital fistul, fem | Urinary anomaly NOS | Urinary calculus NOS | Urinary frequency | Urinary hesitancy | Urinary incontinence NOS | Urinary obstruction NEC | Urinary obstruction NOS | Urinostomy status NEC | Urogenital trichomon NEC | Urticaria NEC | Urticaria NOS | Uterine endometriosis | Uterine inflam dis NOS | Uterine leiomyoma NOS | Uterine prolapse | Uterine tumor-delivered | Uterine tumor-postpartum | Uterovag prolaps-complet | Uterovag prolaps-incompl | Utervaginal prolapse NOS | Vac-dis combinations NEC | Vaccin for disease NEC | Vaccin for dtp + polio | Vaccin for dtp + tab | Vaccin for influenza | Vaccin for leishmaniasis | Vaccin for poliomyelitis | Vaccin for rabies | Vaccination for DTP-DTaP | Vaccination for RSV | Vaccination for Td-DT | Vaccn/inoc viral dis NEC | Vacuum extrac del aff NB | Vaginal wall prolpse NOS | Vaginismus | Vaginitis NOS | Varic vein leg,comp NEC | Varicella complicat NEC | Varicella pneumonitis | Varicella uncomplicated | Varices of other sites | Varicos leg ulcer/inflam | Vasc comp med care NEC | Vasc comp mesenteric art | Vasc comp renal artery | Vasc dementia w delirium | Vasc dementia w delusion | Vasc dementia w depressn | Vasc insuff intest NOS | Vascular comp vessel NEC | Vascular dementia,uncomp | Vascular disorder, penis | Vascular hamartomas | Vascular myelopathies | Vasectomy status | Venereal dis contact | Venomous spider bite | Venous insufficiency NOS | Venous thrombosis NOS | Ventltr assoc pneumonia | Ventral hernia NEC | Ventral hernia NOS | Ventricular fibrillation | Ventricular flutter | Ventricular sept defect | Ventricular shunt status | Vert fx NOS-cl w crd inj | Vertbrobaslr artery synd | Vertebral artery syndrom | Vertebral fx NOS-closed | Vertiginous synd NOS | Vertigo | Vescouretrl rflux unspcf | Vestibular neuronitis | Villonod synovit-l/leg | Viral arthritis-pelvis | Viral conjunctivitis NEC | Viral dis contact NEC | Viral encephalitis NEC | Viral encephalitis NOS | Viral enteritis NOS | Viral exanthemata NEC | Viral exanthemata NOS | Viral hepat NOS w/o coma | Viral infection NOS | Viral meningitis NEC | Viral meningitis NOS | Viral pneumonia NEC | Viral pneumonia NOS | Viral warts NOS | Viremia NOS | Vis/ultraviol lght expos | Visceral aneurysm NEC | Visceral herpes simplex | Visible peristalsis | Visual discomfort | Visual distortions NEC | Visual disturbance NOS | Visual disturbances NEC | Visual field defect NEC | Visual field defect NOS | Visual loss NOS | Visual loss, one eye NOS | Visuospatial deficit | Vitamin D deficiency NOS | Vitamin Deficiency NOS | Vitamin b deficiency NOS | Vitiligo | Vitreous degeneration | Vitreous hemorrhage | Vitreous opacities NEC | Vocal cord disease NEC | Vocal cord paralysis NOS | Vocal cord/larynx polyp | Vocal paral bilat part | Vocal paral bilat total | Vocal paral unilat part | Vocal paral unilat total | Voice/resonance dis NEC | Volume depletion NOS | Volvulus of intestine | Vomiting alone | Vomiting of fecal matter | Vomiting post-gi surgery | Von willebrand's disease | Vrnt mgrn wo ntr mgr NEC | Vscourtl rflx w npht NOS | Vscurt rflx npht uniltrl | Vulvodynia NOS | Vulvr intraepth neopl II | W/craft fall NEC-power | W/crft fall NEC-pers NEC | Wait adm to oth facility | Walking an animal | Walking,marching,hiking | Wandering-dis elsewhere | Water ski/wake boarding | Water-skiing accident | Watercraft acc NEC-power | Watercraft acc NEC-skier | Wbc disease NEC | Wbc disease NOS | Wegener's granulomatosis | West Nile Fever w/enceph | West Nile neuro man NEC | Wheelchair dependence | Wheezing | Whooping cough NEC | Woodworking machine acc | Wound disruption NOS | Wrist drop | Wrng temp in applic/pack | Wrong fluid in infusion | Wtrcraft fall NEC-pasngr | Wtrcraft fall NOS-pasngr | Zoonotic bact dis NOS | Zygomycosis | ADMISSION_TYPE_ELECTIVE | ADMISSION_TYPE_EMERGENCY | ADMISSION_TYPE_NEWBORN | ADMISSION_TYPE_URGENT | GENDER_F | GENDER_M |
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We visualized the readmission proportion of the two datasets. Apparently, the datasets have highly imbalanced classes.
X = design_matrix.iloc[:, 2:].values
X
array([[0, 0, 0, ..., 0, 0, 1],
[0, 0, 0, ..., 0, 0, 1],
[0, 0, 0, ..., 0, 1, 0],
...,
[0, 0, 0, ..., 0, 1, 0],
[0, 0, 0, ..., 0, 1, 0],
[0, 0, 0, ..., 0, 1, 0]], dtype=int32)
X.shape
(58925, 6776)
print('number of instance : the number features = {}'.format(X.shape[0] / X.shape[1]) )
number of instance : the number features = 8.696133412042503
y = design_matrix['30_READMIT'].values
H1_num = len(y[y==1])
H0_num = len(y[y==0])
total_num = len(y)
print('number of data instance in class1:{}'.format(H1_num))
number of data instance in class1:3454
labels = '30Days Readmission-Y', '30Days Readmission-N'
sizes = [H1_num/total_num*100, H0_num/total_num*100]
colors = ['pink', 'skyblue']
explode = (.05, 0)
fig = plt.figure(figsize=(6,6))
plt.pie(sizes, explode=explode, colors=colors, autopct='%1.1f%%', startangle=90)
plt.legend(labels, fontsize='small', loc='center left', bbox_to_anchor=(1, 0, 0.5, 1))
<matplotlib.legend.Legend at 0x24ae217e1d0>
We first randomly assigned the data instances into different folds to prepare for cross validation. For preprocessing, we employed down sampling and over sampling methods to relieve the class imbalance problem. Since the dataset has extremely high dimensions (the ratio of the number of instances to the number features is approximately 8:1), we used l1 penalty for feature selection. Then we tested logistic regression and decision tree. To increase the performance, we applied the ensemble methods, including bagging logitic regression and random forest. We also designed a neural network for classification. Finally, we evaluated the cross validation performance and tuned parameters to optimize the performance.
from IPython.display import Image
PATH = "./pic/"
Image(filename = PATH + "pipeline.jpg", width=800, height=400)
ros = RandomOverSampler(random_state=42)
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
X_train_ros, y_train_ros = ros.fit_resample(X_train, y_train)
lr_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
lr_clf.fit(X_train_ros, y_train_ros)
y_pred_sub = lr_clf.predict(X_test)
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
lr_os_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = lr_os_conf.ravel()
lr_os_sen = tp/(tp+fn)
lr_os_spe = tn/(tn+fp)
lr_os_prec = tp/(tp+fp)
lr_os_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Logistic Regression, Over_Sampling')
print()
print('confusion matrix:')
print(lr_os_conf)
print('sensitivity score:{:.4}'.format(lr_os_sen))
print('specificity score:{:.4}'.format(lr_os_spe))
print('precision score:{:.4}'.format(lr_os_prec))
print('accuracy score:{:.4}'.format(lr_os_acc))
Logistic Regression, Over_Sampling confusion matrix: [[42818 12653] [ 2128 1326]] sensitivity score:0.3839 specificity score:0.7719 precision score:0.09486 accuracy score:0.7492
rus = RandomUnderSampler(random_state=42)
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)
lr_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
lr_clf.fit(X_train_rus, y_train_rus)
y_pred_sub = lr_clf.predict(X_test)
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
lr_us_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = lr_us_conf.ravel()
lr_us_sen = tp/(tp+fn)
lr_us_spe = tn/(tn+fp)
lr_us_prec = tp/(tp+fp)
lr_us_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Logistic Regression, Under_Sampling')
print()
print('confusion matrix:')
print(lr_us_conf)
print('sensitivity score:{:.4}'.format(lr_us_sen))
print('specificity score:{:.4}'.format(lr_us_spe))
print('precision score:{:.4}'.format(lr_us_prec))
print('accuracy score:{:.4}'.format(lr_us_acc))
Logistic Regression, Under_Sampling confusion matrix: [[35815 19656] [ 1462 1992]] sensitivity score:0.5767 specificity score:0.6457 precision score:0.09202 accuracy score:0.6416
ros = RandomOverSampler(random_state=42)
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
X_train_ros, y_train_ros = ros.fit_resample(X_train, y_train)
base_estimator = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
max_features = int(math.sqrt(X_train.shape[1]))
blr_clf = BaggingClassifier(base_estimator=base_estimator, n_estimators=100, max_features=max_features, random_state=0)
blr_clf.fit(X_train_ros, y_train_ros)
y_pred_sub = blr_clf.predict(X_test)
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
blr_os_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = blr_os_conf.ravel()
blr_os_sen = tp/(tp+fn)
blr_os_spe = tn/(tn+fp)
blr_os_prec = tp/(tp+fp)
blr_os_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Bagging Logistic Regression, Over_Sampling')
print()
print('confusion matrix:')
print(blr_os_conf)
print('sensitivity score:{:.4}'.format(blr_os_sen))
print('specificity score:{:.4}'.format(blr_os_spe))
print('precision score:{:.4}'.format(blr_os_prec))
print('accuracy score:{:.4}'.format(blr_os_acc))
Bagging Logistic Regression, Over_Sampling confusion matrix: [[38344 17127] [ 1668 1786]] sensitivity score:0.5171 specificity score:0.6912 precision score:0.09443 accuracy score:0.681
rus = RandomUnderSampler(random_state=42)
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)
base_estimator = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
max_features = int(math.sqrt(X_train.shape[1]))
blr_clf = BaggingClassifier(base_estimator=base_estimator, n_estimators=100, max_features=max_features, random_state=0)
blr_clf.fit(X_train_rus, y_train_rus)
y_pred_sub = blr_clf.predict(X_test)
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
blr_us_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = blr_us_conf.ravel()
blr_us_sen = tp/(tp+fn)
blr_us_spe = tn/(tn+fp)
blr_us_prec = tp/(tp+fp)
blr_us_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Bagging Logistic Regression, Under_Sampling')
print()
print('confusion matrix:')
print(blr_us_conf)
print('sensitivity score:{:.4}'.format(blr_us_sen))
print('specificity score:{:.4}'.format(blr_us_spe))
print('precision score:{:.4}'.format(blr_us_prec))
print('accuracy score:{:.4}'.format(blr_us_acc))
Bagging Logistic Regression, Under_Sampling confusion matrix: [[33597 21874] [ 1364 2090]] sensitivity score:0.6051 specificity score:0.6057 precision score:0.08721 accuracy score:0.6056
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
# l1-based feature selection
logit_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear')
logit_clf.fit(X_train, y_train)
select_model = SelectFromModel(logit_clf)
select_model.fit(X_train, y_train)
X_train_new = select_model.transform(X_train)
X_test_new = select_model.transform(X_test)
dt_clf = DecisionTreeClassifier(max_depth=3, random_state=0, class_weight='balanced')
dt_clf.fit(X_train_new, y_train)
y_pred_sub = dt_clf.predict(X_test_new)
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
dt_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = dt_conf.ravel()
dt_sen = tp/(tp+fn)
dt_spe = tn/(tn+fp)
dt_prec = tp/(tp+fp)
dt_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Decision Tree')
print()
print('confusion matrix:')
print(dt_conf)
print('sensitivity score:{:.4}'.format(dt_sen))
print('specificity score:{:.4}'.format(dt_spe))
print('precision score:{:.4}'.format(dt_prec))
print('accuracy score:{:.4}'.format(dt_acc))
Decision Tree confusion matrix: [[36419 19052] [ 1944 1510]] sensitivity score:0.4372 specificity score:0.6565 precision score:0.07344 accuracy score:0.6437
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
# l1-based feature selection
logit_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear')
logit_clf.fit(X_train, y_train)
select_model = SelectFromModel(logit_clf)
select_model.fit(X_train, y_train)
X_train_new = select_model.transform(X_train)
X_test_new = select_model.transform(X_test)
rf_clf = RandomForestClassifier(n_estimators=100, max_depth=3, random_state=0, class_weight='balanced')
rf_clf.fit(X_train_new, y_train)
y_pred_sub = rf_clf.predict(X_test_new)
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
rf_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = rf_conf.ravel()
rf_sen = tp/(tp+fn)
rf_spe = tn/(tn+fp)
rf_prec = tp/(tp+fp)
rf_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Random Forest')
print()
print('confusion matrix:')
print(rf_conf)
print('sensitivity score:{:.4}'.format(rf_sen))
print('specificity score:{:.4}'.format(rf_spe))
print('precision score:{:.4}'.format(rf_prec))
print('accuracy score:{:.4}'.format(rf_acc))
Random Forest confusion matrix: [[34536 20935] [ 1397 2057]] sensitivity score:0.5955 specificity score:0.6226 precision score:0.08947 accuracy score:0.621
from keras import backend as K
from keras.models import Sequential
from keras.layers import Activation, Dense, Dropout
seed_value= 0
# 1. Set `PYTHONHASHSEED` environment variable at a fixed value
import os
os.environ['PYTHONHASHSEED']=str(seed_value)
# 2. Set `python` built-in pseudo-random generator at a fixed value
import random
random.seed(seed_value)
# 3. Set `numpy` pseudo-random generator at a fixed value
np.random.seed(seed_value)
# 4. Set `tensorflow` pseudo-random generator at a fixed value
import tensorflow as tf
tf.set_random_seed(seed_value)
os.environ['KMP_DUPLICATE_LIB_OK']='True'
Using TensorFlow backend.
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
model = Sequential()
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.2))
model.add(Dense(256, activation='relu'))
model.add(Dropout(0.2))
model.add(Dense(8, activation='relu'))
model.add(Dense(1, activation='sigmoid'))
model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])
class_weight = {0: 1., 1: 1400.}
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
model.fit(X_train, y_train, batch_size=1000, epochs=10, validation_data=(X_test, y_test), verbose=1, class_weight=class_weight)
y_pred_sub = model.predict(X_test).flatten()
y_pred_sub[y_pred_sub >= 0.5] = 1
y_pred_sub[y_pred_sub < 0.5] = 0
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
nn_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = nn_conf.ravel()
nn_sen = tp/(tp+fn)
nn_spe = tn/(tn+fp)
nn_prec = tp/(tp+fp)
nn_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Neural Network(Deep Learning)')
print()
print('confusion matrix:')
print(nn_conf)
print('sensitivity score:{:.4}'.format(nn_sen))
print('specificity score:{:.4}'.format(nn_spe))
print('precision score:{:.4}'.format(nn_prec))
print('accuracy score:{:.4}'.format(nn_acc))
WARNING:tensorflow:From C:\Users\culiubaicaiya\Anaconda3\lib\site-packages\tensorflow\python\framework\op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version. Instructions for updating: Colocations handled automatically by placer. WARNING:tensorflow:From C:\Users\culiubaicaiya\Anaconda3\lib\site-packages\keras\backend\tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version. Instructions for updating: Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`. WARNING:tensorflow:From C:\Users\culiubaicaiya\Anaconda3\lib\site-packages\tensorflow\python\ops\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version. Instructions for updating: Use tf.cast instead. Train on 47139 samples, validate on 11786 samples Epoch 1/10 47139/47139 [==============================] - 9s 181us/step - loss: 13.5791 - acc: 0.0679 - val_loss: 3.9564 - val_acc: 0.0586 Epoch 2/10 47139/47139 [==============================] - 8s 176us/step - loss: 4.8857 - acc: 0.0586 - val_loss: 3.6194 - val_acc: 0.0586 Epoch 3/10 47139/47139 [==============================] - 8s 164us/step - loss: 4.2696 - acc: 0.0586 - val_loss: 3.4620 - val_acc: 0.0586 Epoch 4/10 47139/47139 [==============================] - 8s 174us/step - loss: 3.9094 - acc: 0.0586 - val_loss: 3.1396 - val_acc: 0.0586 Epoch 5/10 47139/47139 [==============================] - 8s 175us/step - loss: 3.6077 - acc: 0.0586 - val_loss: 3.0530 - val_acc: 0.0586 Epoch 6/10 47139/47139 [==============================] - 8s 177us/step - loss: 3.3209 - acc: 0.0586 - val_loss: 2.8240 - val_acc: 0.0586 Epoch 7/10 47139/47139 [==============================] - 8s 172us/step - loss: 3.0093 - acc: 0.0586 - val_loss: 2.6891 - val_acc: 0.0586 Epoch 8/10 47139/47139 [==============================] - 8s 173us/step - loss: 2.6737 - acc: 0.0788 - val_loss: 2.4193 - val_acc: 0.1123 Epoch 9/10 47139/47139 [==============================] - 8s 172us/step - loss: 2.2899 - acc: 0.2204 - val_loss: 2.1411 - val_acc: 0.1890 Epoch 10/10 47139/47139 [==============================] - 8s 167us/step - loss: 1.8784 - acc: 0.3966 - val_loss: 1.8644 - val_acc: 0.3245 Train on 47140 samples, validate on 11785 samples Epoch 1/10 47140/47140 [==============================] - 9s 186us/step - loss: 12.3106 - acc: 0.0639 - val_loss: 3.6580 - val_acc: 0.0586 Epoch 2/10 47140/47140 [==============================] - 8s 180us/step - loss: 4.8109 - acc: 0.0586 - val_loss: 3.5442 - val_acc: 0.0586 Epoch 3/10 47140/47140 [==============================] - 9s 182us/step - loss: 4.1530 - acc: 0.0586 - val_loss: 3.2732 - val_acc: 0.0586 Epoch 4/10 47140/47140 [==============================] - 8s 174us/step - loss: 3.7667 - acc: 0.0586 - val_loss: 3.0952 - val_acc: 0.0586 Epoch 5/10 47140/47140 [==============================] - 8s 168us/step - loss: 3.4117 - acc: 0.0586 - val_loss: 2.8657 - val_acc: 0.0586 Epoch 6/10 47140/47140 [==============================] - 8s 167us/step - loss: 3.0953 - acc: 0.0586 - val_loss: 2.7789 - val_acc: 0.0586 Epoch 7/10 47140/47140 [==============================] - 8s 175us/step - loss: 2.7058 - acc: 0.0586 - val_loss: 2.3826 - val_acc: 0.0586 Epoch 8/10 47140/47140 [==============================] - 9s 183us/step - loss: 2.2895 - acc: 0.0593 - val_loss: 2.0849 - val_acc: 0.0586 Epoch 9/10 47140/47140 [==============================] - 9s 184us/step - loss: 1.8573 - acc: 0.1497 - val_loss: 1.7146 - val_acc: 0.3012 Epoch 10/10 47140/47140 [==============================] - 8s 166us/step - loss: 1.5300 - acc: 0.5224 - val_loss: 1.6263 - val_acc: 0.4215 Train on 47140 samples, validate on 11785 samples Epoch 1/10 47140/47140 [==============================] - 9s 183us/step - loss: 13.2882 - acc: 0.0725 - val_loss: 4.0586 - val_acc: 0.0586 Epoch 2/10 47140/47140 [==============================] - 8s 165us/step - loss: 4.8585 - acc: 0.0586 - val_loss: 3.7015 - val_acc: 0.0586 Epoch 3/10 47140/47140 [==============================] - 8s 168us/step - loss: 4.2389 - acc: 0.0586 - val_loss: 3.4246 - val_acc: 0.0586 Epoch 4/10 47140/47140 [==============================] - 8s 168us/step - loss: 3.8594 - acc: 0.0586 - val_loss: 3.1617 - val_acc: 0.0586 Epoch 5/10 47140/47140 [==============================] - 8s 169us/step - loss: 3.5175 - acc: 0.0586 - val_loss: 2.9755 - val_acc: 0.0586 Epoch 6/10 47140/47140 [==============================] - 8s 171us/step - loss: 3.1620 - acc: 0.0586 - val_loss: 2.6978 - val_acc: 0.0586 Epoch 7/10 47140/47140 [==============================] - 8s 170us/step - loss: 2.8004 - acc: 0.0586 - val_loss: 2.5206 - val_acc: 0.0586 Epoch 8/10 47140/47140 [==============================] - 8s 170us/step - loss: 2.4092 - acc: 0.0586 - val_loss: 2.2476 - val_acc: 0.0586 Epoch 9/10 47140/47140 [==============================] - 8s 172us/step - loss: 2.0536 - acc: 0.0586 - val_loss: 2.0710 - val_acc: 0.0586 Epoch 10/10 47140/47140 [==============================] - 8s 172us/step - loss: 1.7317 - acc: 0.0586 - val_loss: 1.7350 - val_acc: 0.0586 Train on 47140 samples, validate on 11785 samples Epoch 1/10 47140/47140 [==============================] - 9s 189us/step - loss: 11.8339 - acc: 0.0702 - val_loss: 4.1645 - val_acc: 0.0586 Epoch 2/10 47140/47140 [==============================] - 9s 181us/step - loss: 4.7597 - acc: 0.0586 - val_loss: 3.7253 - val_acc: 0.0586 Epoch 3/10 47140/47140 [==============================] - 8s 177us/step - loss: 4.1553 - acc: 0.0586 - val_loss: 3.3748 - val_acc: 0.0586 Epoch 4/10 47140/47140 [==============================] - 8s 179us/step - loss: 3.7888 - acc: 0.0586 - val_loss: 3.0867 - val_acc: 0.0586 Epoch 5/10 47140/47140 [==============================] - 8s 175us/step - loss: 3.4906 - acc: 0.0586 - val_loss: 2.7386 - val_acc: 0.0586 Epoch 6/10 47140/47140 [==============================] - 8s 171us/step - loss: 3.1978 - acc: 0.0586 - val_loss: 2.4845 - val_acc: 0.0586 Epoch 7/10 47140/47140 [==============================] - 8s 171us/step - loss: 2.9263 - acc: 0.0586 - val_loss: 2.2732 - val_acc: 0.0586 Epoch 8/10 47140/47140 [==============================] - 8s 174us/step - loss: 2.6281 - acc: 0.0586 - val_loss: 2.1279 - val_acc: 0.0586 Epoch 9/10 47140/47140 [==============================] - 8s 174us/step - loss: 2.3394 - acc: 0.0779 - val_loss: 1.9519 - val_acc: 0.1417 Epoch 10/10 47140/47140 [==============================] - 8s 173us/step - loss: 2.0906 - acc: 0.2613 - val_loss: 1.7048 - val_acc: 0.2835 Train on 47141 samples, validate on 11784 samples Epoch 1/10 47141/47141 [==============================] - 9s 189us/step - loss: 12.7684 - acc: 0.0619 - val_loss: 4.3753 - val_acc: 0.0586 Epoch 2/10 47141/47141 [==============================] - 8s 171us/step - loss: 4.8921 - acc: 0.0586 - val_loss: 3.8949 - val_acc: 0.0586 Epoch 3/10 47141/47141 [==============================] - 8s 171us/step - loss: 4.2689 - acc: 0.0586 - val_loss: 3.3750 - val_acc: 0.0586 Epoch 4/10 47141/47141 [==============================] - 8s 173us/step - loss: 3.8983 - acc: 0.0586 - val_loss: 3.0226 - val_acc: 0.0586 Epoch 5/10 47141/47141 [==============================] - 8s 172us/step - loss: 3.5928 - acc: 0.0586 - val_loss: 2.8039 - val_acc: 0.0586 Epoch 6/10 47141/47141 [==============================] - 8s 171us/step - loss: 3.2942 - acc: 0.0586 - val_loss: 2.4744 - val_acc: 0.0586 Epoch 7/10 47141/47141 [==============================] - 8s 172us/step - loss: 2.9852 - acc: 0.0586 - val_loss: 2.3063 - val_acc: 0.0586 Epoch 8/10 47141/47141 [==============================] - 8s 173us/step - loss: 2.6092 - acc: 0.0586 - val_loss: 1.8799 - val_acc: 0.0586 Epoch 9/10 47141/47141 [==============================] - 8s 169us/step - loss: 2.2351 - acc: 0.1476 - val_loss: 1.6062 - val_acc: 0.2745 Epoch 10/10 47141/47141 [==============================] - 8s 170us/step - loss: 1.8270 - acc: 0.3981 - val_loss: 1.1697 - val_acc: 0.5667 Neural Network(Deep Learning) confusion matrix: [[16938 38533] [ 890 2564]] sensitivity score:0.7423 specificity score:0.3053 precision score:0.06239 accuracy score:0.331
rus = RandomUnderSampler(random_state=42)
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []
for train_index, test_index in skf.split(X, y):
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)
model = Sequential()
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.2))
model.add(Dense(256, activation='relu'))
model.add(Dropout(0.2))
model.add(Dense(8, activation='relu'))
model.add(Dense(1, activation='sigmoid'))
model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])
class_weight = class_weight = {0: 1., 1: 1.}
model.fit(X_train_rus, y_train_rus, batch_size=500, epochs=10, validation_data=(X_test, y_test), verbose=1, class_weight=class_weight)
y_pred_sub = model.predict(X_test).flatten()
y_pred_sub[y_pred_sub >= 0.5] = 1
y_pred_sub[y_pred_sub < 0.5] = 0
y_true = np.append(y_true, y_test)
y_pred = np.append(y_pred, y_pred_sub)
nn_us_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = nn_us_conf.ravel()
nn_us_sen = tp/(tp+fn)
nn_us_spe = tn/(tn+fp)
nn_us_prec = tp/(tp+fp)
nn_us_acc = (tp+tn)/(tp+tn+fp+fn)
print ('Neural Network(Deep Learning), Under-Sampling')
print()
print('confusion matrix:')
print(nn_us_conf)
print('sensitivity score:{:.4}'.format(nn_us_sen))
print('specificity score:{:.4}'.format(nn_us_spe))
print('precision score:{:.4}'.format(nn_us_prec))
print('accuracy score:{:.4}'.format(nn_us_acc))
Train on 5526 samples, validate on 11786 samples Epoch 1/10 5526/5526 [==============================] - 3s 575us/step - loss: 0.6777 - acc: 0.5847 - val_loss: 0.6083 - val_acc: 0.6934 Epoch 2/10 5526/5526 [==============================] - 2s 371us/step - loss: 0.5998 - acc: 0.6911 - val_loss: 0.5464 - val_acc: 0.7447 Epoch 3/10 5526/5526 [==============================] - 2s 388us/step - loss: 0.5026 - acc: 0.7649 - val_loss: 0.6650 - val_acc: 0.6674 Epoch 4/10 5526/5526 [==============================] - 2s 393us/step - loss: 0.3813 - acc: 0.8393 - val_loss: 0.7568 - val_acc: 0.6254 Epoch 5/10 5526/5526 [==============================] - 2s 387us/step - loss: 0.2627 - acc: 0.9043 - val_loss: 0.6835 - val_acc: 0.6946 Epoch 6/10 5526/5526 [==============================] - 2s 387us/step - loss: 0.1660 - acc: 0.9448 - val_loss: 0.8582 - val_acc: 0.6601 Epoch 7/10 5526/5526 [==============================] - 2s 398us/step - loss: 0.1031 - acc: 0.9682 - val_loss: 1.0694 - val_acc: 0.6323 Epoch 8/10 5526/5526 [==============================] - 2s 389us/step - loss: 0.0689 - acc: 0.9821 - val_loss: 1.3240 - val_acc: 0.5888 Epoch 9/10 5526/5526 [==============================] - 2s 393us/step - loss: 0.0493 - acc: 0.9872 - val_loss: 1.1563 - val_acc: 0.6660 Epoch 10/10 5526/5526 [==============================] - 2s 388us/step - loss: 0.0458 - acc: 0.9852 - val_loss: 1.1461 - val_acc: 0.6724 Train on 5526 samples, validate on 11785 samples Epoch 1/10 5526/5526 [==============================] - 3s 576us/step - loss: 0.6802 - acc: 0.5686 - val_loss: 0.6691 - val_acc: 0.6623 Epoch 2/10 5526/5526 [==============================] - 2s 378us/step - loss: 0.6003 - acc: 0.7029 - val_loss: 0.6029 - val_acc: 0.7146 Epoch 3/10 5526/5526 [==============================] - 2s 377us/step - loss: 0.4927 - acc: 0.7718 - val_loss: 0.7081 - val_acc: 0.6466 Epoch 4/10 5526/5526 [==============================] - 2s 377us/step - loss: 0.3672 - acc: 0.8484 - val_loss: 0.7207 - val_acc: 0.6691 Epoch 5/10 5526/5526 [==============================] - 2s 386us/step - loss: 0.2431 - acc: 0.9117 - val_loss: 1.0570 - val_acc: 0.5695 Epoch 6/10 5526/5526 [==============================] - 2s 392us/step - loss: 0.1590 - acc: 0.9441 - val_loss: 0.6287 - val_acc: 0.7620 Epoch 7/10 5526/5526 [==============================] - 2s 394us/step - loss: 0.1265 - acc: 0.9564 - val_loss: 1.1970 - val_acc: 0.6137 Epoch 8/10 5526/5526 [==============================] - 2s 386us/step - loss: 0.0854 - acc: 0.9721 - val_loss: 1.4631 - val_acc: 0.5672 Epoch 9/10 5526/5526 [==============================] - 2s 397us/step - loss: 0.0621 - acc: 0.9819 - val_loss: 1.4198 - val_acc: 0.5965 Epoch 10/10 5526/5526 [==============================] - 2s 391us/step - loss: 0.0449 - acc: 0.9897 - val_loss: 1.3619 - val_acc: 0.6384 Train on 5526 samples, validate on 11785 samples Epoch 1/10 5526/5526 [==============================] - 3s 579us/step - loss: 0.6815 - acc: 0.5671 - val_loss: 0.6069 - val_acc: 0.7312 Epoch 2/10 5526/5526 [==============================] - 2s 372us/step - loss: 0.6130 - acc: 0.6826 - val_loss: 0.6413 - val_acc: 0.6594 Epoch 3/10 5526/5526 [==============================] - 2s 379us/step - loss: 0.5116 - acc: 0.7615 - val_loss: 0.6421 - val_acc: 0.6821 Epoch 4/10 5526/5526 [==============================] - 2s 382us/step - loss: 0.3918 - acc: 0.8364 - val_loss: 0.7287 - val_acc: 0.6463 Epoch 5/10 5526/5526 [==============================] - 2s 384us/step - loss: 0.2796 - acc: 0.8969 - val_loss: 0.8899 - val_acc: 0.6034 Epoch 6/10 5526/5526 [==============================] - 2s 385us/step - loss: 0.1897 - acc: 0.9358 - val_loss: 0.9355 - val_acc: 0.6423 Epoch 7/10 5526/5526 [==============================] - 2s 395us/step - loss: 0.1192 - acc: 0.9674 - val_loss: 0.9515 - val_acc: 0.6738 Epoch 8/10 5526/5526 [==============================] - 2s 400us/step - loss: 0.0830 - acc: 0.9761 - val_loss: 1.2283 - val_acc: 0.6207 Epoch 9/10 5526/5526 [==============================] - 2s 396us/step - loss: 0.0549 - acc: 0.9861 - val_loss: 1.1856 - val_acc: 0.6696 Epoch 10/10 5526/5526 [==============================] - 2s 387us/step - loss: 0.0436 - acc: 0.9868 - val_loss: 1.4850 - val_acc: 0.6119 Train on 5526 samples, validate on 11785 samples Epoch 1/10 5526/5526 [==============================] - 3s 574us/step - loss: 0.6793 - acc: 0.5554 - val_loss: 0.7244 - val_acc: 0.5751 Epoch 2/10 5526/5526 [==============================] - 2s 367us/step - loss: 0.6161 - acc: 0.6880 - val_loss: 0.7274 - val_acc: 0.6141 Epoch 3/10 5526/5526 [==============================] - 2s 384us/step - loss: 0.5303 - acc: 0.7533 - val_loss: 0.8957 - val_acc: 0.5308 Epoch 4/10 5526/5526 [==============================] - 2s 394us/step - loss: 0.4233 - acc: 0.8165 - val_loss: 0.7888 - val_acc: 0.6514 Epoch 5/10 5526/5526 [==============================] - 2s 399us/step - loss: 0.3148 - acc: 0.8740 - val_loss: 1.1240 - val_acc: 0.5683 Epoch 6/10 5526/5526 [==============================] - 2s 395us/step - loss: 0.2197 - acc: 0.9240 - val_loss: 1.4346 - val_acc: 0.5453 Epoch 7/10 5526/5526 [==============================] - 2s 404us/step - loss: 0.1614 - acc: 0.9491 - val_loss: 1.5415 - val_acc: 0.5693 Epoch 8/10 5526/5526 [==============================] - 2s 409us/step - loss: 0.1147 - acc: 0.9678 - val_loss: 1.9303 - val_acc: 0.5285 Epoch 9/10 5526/5526 [==============================] - 2s 393us/step - loss: 0.0841 - acc: 0.9747 - val_loss: 2.1173 - val_acc: 0.5452 Epoch 10/10 5526/5526 [==============================] - 2s 390us/step - loss: 0.0660 - acc: 0.9817 - val_loss: 2.0304 - val_acc: 0.5735 Train on 5528 samples, validate on 11784 samples Epoch 1/10 5528/5528 [==============================] - 3s 586us/step - loss: 0.6795 - acc: 0.5666 - val_loss: 0.7011 - val_acc: 0.6142 Epoch 2/10 5528/5528 [==============================] - 2s 373us/step - loss: 0.6072 - acc: 0.6943 - val_loss: 0.6921 - val_acc: 0.6529 Epoch 3/10 5528/5528 [==============================] - 2s 375us/step - loss: 0.5200 - acc: 0.7473 - val_loss: 0.8405 - val_acc: 0.5698 Epoch 4/10 5528/5528 [==============================] - 2s 390us/step - loss: 0.4002 - acc: 0.8327 - val_loss: 0.9552 - val_acc: 0.5876 Epoch 5/10 5528/5528 [==============================] - 2s 395us/step - loss: 0.2809 - acc: 0.8900 - val_loss: 1.5983 - val_acc: 0.4430 Epoch 6/10 5528/5528 [==============================] - 2s 392us/step - loss: 0.2051 - acc: 0.9278 - val_loss: 1.2855 - val_acc: 0.5822 Epoch 7/10 5528/5528 [==============================] - 2s 396us/step - loss: 0.1349 - acc: 0.9591 - val_loss: 1.4734 - val_acc: 0.5900 Epoch 8/10 5528/5528 [==============================] - 2s 393us/step - loss: 0.0938 - acc: 0.9714 - val_loss: 1.8799 - val_acc: 0.5565 Epoch 9/10 5528/5528 [==============================] - 2s 395us/step - loss: 0.0700 - acc: 0.9796 - val_loss: 2.1239 - val_acc: 0.5503 Epoch 10/10 5528/5528 [==============================] - 2s 390us/step - loss: 0.0553 - acc: 0.9844 - val_loss: 2.0853 - val_acc: 0.5771 Neural Network(Deep Learning), Under-Sampling confusion matrix: [[34268 21203] [ 1503 1951]] sensitivity score:0.5649 specificity score:0.6178 precision score:0.08426 accuracy score:0.6147
The classes are highly imbalanced, so we cannot simply count on accuracy to evaluate model performance. We computed four performance scores, including sensitivity, specificity, precision and accuracy. We faced the sensitivity and specificity trade-off when tuning parameters. The goal of the project is to predict patients at high risk of readmission to provide them with special care, so we emphasized the sensitivity score when evaluating model performance.
def draw_conf_mat(conf_mat, title, ax):
conf_plot = ax.matshow(conf_mat, cmap=plt.cm.Blues)
class_names = ['Not', 'Readmit']
ax.set_xticklabels([''] + class_names,fontdict={'fontsize':'20'})
ax.set_yticklabels([''] + class_names,fontdict={'fontsize':'20'})
plt.title(title, fontsize='28')
plt.xlabel('Prediction', fontsize='20')
plt.ylabel('Truth', fontsize='20')
num = conf_mat.ravel()
plt.text(-.15, 0, str(num[0]), fontdict={'color': 'white', 'size':28})
plt.text(.85, 0, str(num[1]), fontdict={'color': 'black', 'size':28})
plt.text(-.15, 1, str(num[2]), fontdict={'size':28})
plt.text(.85, 1, str(num[3]), fontdict={'size':28})
conf_mat_list = [lr_os_conf, lr_us_conf, blr_os_conf,blr_us_conf,dt_conf, rf_conf, nn_conf, nn_us_conf]
clf = ['Logistic Regression_OverSampling', 'Logistic Regression_UnderSampling',
'Bagging Logistic Regression_OverSampling', 'Bagging Logistic Regression_UnderSampling',
'Decision Tree', 'Random Forest', 'Neural Network', 'Neural Network_UnderSampling']
fig = plt.figure(figsize=(22,22))
for i in range(1, 5):
ax = fig.add_subplot(int('22{}'.format(i)))
draw_conf_mat(conf_mat_list[i-1], clf[i-1], ax)
if i!=1 and i!=3:
ax.set_ylabel('')
fig = plt.figure(figsize=(20,20))
for i in range(5, 9):
ax = fig.add_subplot(int('22{}'.format(i-4)))
draw_conf_mat(conf_mat_list[i-1], clf[i-1], ax)
if i!=5 and i!=7:
ax.set_ylabel('')
clf = ['LR_OS', 'LR_US', 'BagLR_OS', 'BagLR_US', 'DT', 'RF', 'NN', 'NN_US']
sen = [lr_os_sen, lr_us_sen, blr_os_sen, blr_us_sen, dt_sen, rf_sen, nn_sen, nn_us_sen]
spe = [lr_os_spe, lr_us_spe, blr_os_spe, blr_us_spe, dt_spe, rf_spe, nn_spe, nn_us_spe]
prec = [lr_os_prec, lr_us_prec, blr_os_prec, blr_us_prec, dt_prec, rf_prec, nn_prec, nn_us_prec]
acc = [lr_os_acc, lr_us_acc, blr_os_acc, blr_us_acc, dt_acc, rf_acc, nn_acc, nn_us_acc]
perf_dict = {'classifier': clf, 'sensitivity': sen, 'specificity':spe, 'precision': prec, 'accuracy':acc}
draw_df = pd.DataFrame(perf_dict)
draw_melt_df = pd.melt(draw_df, id_vars=['classifier'])
fig = plt.figure(figsize=(30,30))
perf_plt = sns.catplot(x='classifier', y='value',col='variable', col_wrap=2,
kind='bar', data=draw_melt_df, palette=sns.color_palette('Paired'))
perf_plt.axes[0].set_title('Sensitivity', fontsize='20')
perf_plt.axes[1].set_title('Specificity', fontsize='20')
perf_plt.axes[2].set_title('Precision',fontsize='20')
perf_plt.axes[3].set_title('Accuracy',fontsize='20')
perf_plt.axes[2].set_xticklabels(labels= clf, rotation='vertical',fontdict={'size':20})
perf_plt.axes[3].set_xticklabels(labels= clf, rotation='vertical',fontdict={'size':20})
perf_plt.axes[2].set_xlabel('')
perf_plt.axes[3].set_xlabel('')
perf_plt.axes[0].set_ylabel('Score', fontsize='20')
perf_plt.axes[2].set_ylabel('Score', fontsize='20')
perf_plt.axes[0].set_yticklabels(labels=['0','0.2','0.4','0.6','0.8','1.0'], fontdict={'size':20})
perf_plt.axes[2].set_yticklabels(labels=['0','0.2','0.4','0.6','0.8','1.0'], fontdict={'size':20})
for index, row in draw_df.iterrows():
perf_plt.axes[0].text(index-.35, row.sensitivity+.015, round(row.sensitivity,2), fontdict={'size':14})
perf_plt.axes[1].text(index-.35, row.specificity+.015, round(row.specificity,2), fontdict={'size':14})
perf_plt.axes[2].text(index-.35, row.precision+.015, round(row.precision,2), fontdict={'size':14})
perf_plt.axes[3].text(index-.35, row.accuracy+.015, round(row.accuracy,2), fontdict={'size':14})
<Figure size 9000x9000 with 0 Axes>
Compared to other readmission prediction work, our classifiers perform fairly. One of the challenges in this project is that readmission data is inherently imbalanced. This gives rise to issues regarding designing the model as well as evaluating the model. Class weights can be modified in certain classifiers like random forest and neural network. When it comes to logistic regression, we employed statistic techniques like down sampling and over sampling. Accuracy is obviously inappropriate here. Therefore we also digged into model's sensitivity, specificity, precision and confusion matrix. Ensemble methods such as random forest and bagging logistic regression turn out to provide better performance than a single classifier. In terms of neural networks, we started from empirically good networks and modify hyper parameters to try to achieve better performance.